From d86e20da538a220a31fd42c8b7781d9ce183ba8d Mon Sep 17 00:00:00 2001 From: mulx10 Date: Sun, 26 May 2019 15:48:05 +0530 Subject: [PATCH 01/40] Added Image Loading Utility --- src/mlpack/core/data/load_img.hpp | 133 ++++++++++++++++++++ src/mlpack/core/data/load_img_impl.hpp | 167 +++++++++++++++++++++++++ 2 files changed, 300 insertions(+) create mode 100644 src/mlpack/core/data/load_img.hpp create mode 100644 src/mlpack/core/data/load_img_impl.hpp diff --git a/src/mlpack/core/data/load_img.hpp b/src/mlpack/core/data/load_img.hpp new file mode 100644 index 0000000000..263bbb66f9 --- /dev/null +++ b/src/mlpack/core/data/load_img.hpp @@ -0,0 +1,133 @@ +/** + * @file load_img.hpp + * @author Mehul Kumar Nirala + * + * An image loading utillity + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ + +#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_HPP +#define MLPACK_CORE_DATA_LOAD_IMAGE_HPP + +#include +#include +#include +#include +#include +#include + +#include "extension.hpp" + +#define STB_IMAGE_IMPLEMENTATION +#include "stb_image.h" + +namespace mlpack { +namespace data { + +/** + * Loads a matrix with image. It also supports loading image from an entire directory. + * The supported types of files are: + * + * - JPEG baseline & progressive (12 bpc/arithmetic not supported, same as stock IJG lib) + * - PNG 1/2/4/8/16-bit-per-channel + * - TGA (not sure what subset, if a subset) + * - BMP non-1bpp, non-RLE + * - PSD (composited view only, no extra channels, 8/16 bit-per-channel) + * - GIF (*comp always reports as 4-channel) + * - HDR (radiance rgbE format) + * - PIC (Softimage PIC) + * - PNM (PPM and PGM binary only). + */ + +class LoadImage +{ +public: + LoadImage(); + + /** + * LoadImage constructor. + * + * @param width Matrix width for output matrix. + * @param height Matrix height for output matrix. + * @param channels Matrix channels for output matrix. + */ + LoadImage(int width, int height, int channels); + + /** + * Checks if the given image filename is supported. + * + * @param filename Name of the image file. + */ + bool isImageFile(std::string fileName); + + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param fileName Name of the image file. + * @param outputMatrix Matrix to load into. + */ + void Load(std::string fileName, arma::Mat&& outputMatrix); + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param fileName Name of the image file. + * @param width Width of the image file. + * @param height Height of the image file. + * @param channels Channels of the image file. + * @param outputMatrix Matrix to load into. + */ + void Load(std::string fileName, + int *width, + int *height, + int *channels, + arma::Mat&& outputMatrix); + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param files A vector containing names of the image file to be loaded. + * @param outputMatrix Matrix to load into. + */ + void Load(std::vector& files, + arma::Mat&& outputMatrix); + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param dirPath Path containing the image files. + * @param outputMatrix Matrix to load into. + */ + void LoadDir(std::string dirPath, arma::Mat&& outputMatrix); + + ~LoadImage(); + +private: + + // To store supported image types. + std::vector fileTypes; + + // To store matrixWidth. + int matrixWidth; + + // To store matrixHeight. + int matrixHeight; + + // To store channels. + int channels; + +}; + +} // namespace data +} // namespace mlpack + +#endif diff --git a/src/mlpack/core/data/load_img_impl.hpp b/src/mlpack/core/data/load_img_impl.hpp new file mode 100644 index 0000000000..631b5b409d --- /dev/null +++ b/src/mlpack/core/data/load_img_impl.hpp @@ -0,0 +1,167 @@ +/** + * @file load_img_impl.hpp + * @author Mehul Kumar Nirala + * + * An image loading utillity + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ + +#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP +#define MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP + +// In case it hasn't been included yet. +#include "load_img.hpp" + +namespace mlpack { +namespace data { + +LoadImage::LoadImage(): + matrixWidth(-1), + matrixHeight(-1), + channels(3) +{ + fileTypes.clear(); + + // Declare supported file types. + fileTypes.insert(fileTypes.end(), + {"jpg","png","tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); +} + +LoadImage::LoadImage(int width, + int height, + int channels): + matrixWidth(width), + matrixHeight(height), + channels(channels) +{ + fileTypes.clear(); + + // Declare supported file types. + fileTypes.insert(fileTypes.end(), + {"jpg","png","tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); +} + +LoadImage::~LoadImage() +{ + // Do nothing. +} + +bool LoadImage::isImageFile(std::string fileName) +{ + // Iterate over all supported file types. + for(auto extension: fileTypes){ + std::transform(extension.begin(), extension.end(), extension.begin(), ::tolower); + if (extension == Extension(fileName)) + return true; + } + return false; +} + +void LoadImage::Load(std::string fileName, int *width, int *height, int *channels, arma::Mat&& outputMatrix) +{ + unsigned char *image; + char fileNameTemp[fileName.size() + 1]; + strcpy(fileNameTemp, fileName.c_str()); + stbi_set_flip_vertically_on_load(true); + + // For grayscale images + if(*channels == 1) + { + image = stbi_load(fileNameTemp, + width, + height, + channels, + STBI_grey); + } + else + { + image = stbi_load(fileNameTemp, + width, + height, + channels, + STBI_rgb); + } + int size = (*width)*(*height)*(*channels); + + // Copy memory location into armadillo Mat. + outputMatrix = arma::Mat(image, 1, size, false, true ); +} + +void LoadImage::Load(std::string fileName, arma::Mat&& outputMatrix) +{ + int width, height; + Load(fileName, &width, &height, &channels, std::move(outputMatrix)); + Log::Info << width <<" "<< height <<" "<< channels << std::endl << std::flush; + + // Throw error if the image is incompatible with the matrix. + if (width != matrixWidth || height != matrixHeight) + { + std::ostringstream oss; + oss << "Image '" << fileName << "' does not match matrix height or width" << std::endl; + oss << "Image width: " << width << ", Image height: " << height << std::endl; + oss << "Matrix Width: " << matrixWidth << ", Matrix Height: " << matrixHeight << std::endl; + throw std::runtime_error(oss.str()); + } +} + +void LoadImage::Load(std::vector& files, arma::Mat&& outputMatrix) +{ + if (files.size() < 1) + { + std::ostringstream oss; + oss << "File vector is empty." << std::endl; + throw std::runtime_error(oss.str()); + } + + arma::Mat img; + int width, height; + Load(files[0], &width, &height, &channels, std::move(img)); + Log::Info << "Loaded " << files[0] << std::endl << std::flush; + + // Decide matrix dimension using the image height and width. + matrixWidth = std::max(matrixWidth, width); + matrixHeight = std::max(matrixHeight, height); + + outputMatrix.set_size(files.size(), matrixWidth*matrixHeight*channels); + outputMatrix.row(0) = img; + + for (size_t i = 1; i < files.size() ; i++) + { + Load(files[i], std::move(outputMatrix.row(i))); + Log::Info << "Loaded " << files[i] << std::endl << std::flush; + } +} + +void LoadImage::LoadDir(std::string dirPath, arma::Mat&& outputMatrix) +{ + boost::filesystem::path p (dirPath); + + boost::filesystem::directory_iterator end_itr; + + std::vector files; + + // cycle through the directory + for (boost::filesystem::directory_iterator itr(p); itr != end_itr; ++itr) + { + // If it's not a directory, list it. If you want to list directories too, just remove this check. + if (boost::filesystem::is_regular_file(itr->path())) { + // assign current file name to current_file and echo it out to the console. + std::string current_file = itr->path().string(); + // Load only image files in the directory. + if (isImageFile(current_file)) + files.push_back(current_file); + + } + } + + Load(files, std::move(outputMatrix)); +} + +} // namespace data +} // namespace mlpack + +#endif From 8dab87f5bbd83d14669d383a4ffb259aeb430181 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 27 May 2019 11:11:35 +0530 Subject: [PATCH 02/40] Added boost dependencies and stb_image download to CMakeLists --- CMakeLists.txt | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) diff --git a/CMakeLists.txt b/CMakeLists.txt index aebd9ccc7c..08c6bff79a 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -13,6 +13,7 @@ option(TEST_VERBOSE "Run test cases with verbose output." OFF) option(BUILD_TESTS "Build tests." ON) option(BUILD_CLI_EXECUTABLES "Build command-line executables." ON) option(DOWNLOAD_ENSMALLEN "If ensmallen is not found, download it." ON) +option(DOWNLOAD_STB_IMAGE "Download stb_image for image loading." ON) # Currently Python bindings aren't known to build successfully on Windows, so # set BUILD_PYTHON_BINDINGS to OFF when the platform is Windows. @@ -310,6 +311,29 @@ endif () set(MLPACK_INCLUDE_DIRS ${MLPACK_INCLUDE_DIRS} ${ARMADILLO_INCLUDE_DIRS}) set(MLPACK_LIBRARIES ${MLPACK_LIBRARIES} ${ARMADILLO_LIBRARIES}) +# Download stb_image for image loading. +if (DOWNLOAD_STB_IMAGE) + set(STB_DIR "stb") + install(DIRECTORY DESTINATION ${CMAKE_BINARY_DIR}/deps/${STB_DIR}) + file(DOWNLOAD https://raw.githubusercontent.com/nothings/stb/master/stb_image.h + "${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h" + STATUS STB_DOWNLOAD_STATUS_LIST LOG STB_DOWNLOAD_LOG + SHOW_PROGRESS) + list(GET STB_DOWNLOAD_STATUS_LIST 0 STB_DOWNLOAD_STATUS) + if (STB_DOWNLOAD_STATUS EQUAL 0) + set(MLPACK_INCLUDE_DIRS ${MLPACK_INCLUDE_DIRS} + "${CMAKE_BINARY_DIR}/deps/${STB_DIR}") + message(STATUS + "Successfully downloaded stb into ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/") + # Now we have to also ensure these header files get installed. + install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) + else () + list(GET STB_DOWNLOAD_STATUS_LIST 1 STB_DOWNLOAD_ERROR) + message(FATAL_ERROR + "Could not download stb! Error code ${STB_DOWNLOAD_STATUS}: ${STB_DOWNLOAD_ERROR}! Error log: ${STB_DOWNLOAD_LOG}") + endif () +endif () + # Find ensmallen. # Once ensmallen is readily available in package repos, the automatic downloader # here can be removed. @@ -392,6 +416,8 @@ find_package(Boost 1.49 program_options unit_test_framework serialization + system + filesystem REQUIRED ) From 0160c0ba432bb9d9ea1581ae700658960f245f9b Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 27 May 2019 14:50:39 +0530 Subject: [PATCH 03/40] Added load_img to CMakeLists --- src/mlpack/core/data/CMakeLists.txt | 2 ++ src/mlpack/core/data/load_img.hpp | 4 +++- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/src/mlpack/core/data/CMakeLists.txt b/src/mlpack/core/data/CMakeLists.txt index edb86ba47f..3467f6f59a 100644 --- a/src/mlpack/core/data/CMakeLists.txt +++ b/src/mlpack/core/data/CMakeLists.txt @@ -27,6 +27,8 @@ set(SOURCES confusion_matrix.hpp one_hot_encoding.hpp one_hot_encoding_impl.hpp + load_img.hpp + load_img_impl.hpp ) # add directory name to sources diff --git a/src/mlpack/core/data/load_img.hpp b/src/mlpack/core/data/load_img.hpp index 263bbb66f9..5c8f5720b6 100644 --- a/src/mlpack/core/data/load_img.hpp +++ b/src/mlpack/core/data/load_img.hpp @@ -23,7 +23,7 @@ #include "extension.hpp" #define STB_IMAGE_IMPLEMENTATION -#include "stb_image.h" +#include namespace mlpack { namespace data { @@ -130,4 +130,6 @@ private: } // namespace data } // namespace mlpack +#include "load_img_impl.hpp" + #endif From caa6fe4a19de343e90e35efe8aa5a3b3be4357a9 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 28 May 2019 10:09:06 +0530 Subject: [PATCH 04/40] Added test and test_image --- src/mlpack/core/data/CMakeLists.txt | 4 +- src/mlpack/core/data/load_image.hpp | 144 ++++++++++++++++++ ...{load_img_impl.hpp => load_image_impl.hpp} | 91 ++++++++--- src/mlpack/core/data/load_img.hpp | 135 ---------------- src/mlpack/tests/CMakeLists.txt | 1 + src/mlpack/tests/data/test_image.png | Bin 0 -> 473831 bytes src/mlpack/tests/image_load_test.cpp | 99 ++++++++++++ 7 files changed, 312 insertions(+), 162 deletions(-) create mode 100644 src/mlpack/core/data/load_image.hpp rename src/mlpack/core/data/{load_img_impl.hpp => load_image_impl.hpp} (59%) delete mode 100644 src/mlpack/core/data/load_img.hpp create mode 100644 src/mlpack/tests/data/test_image.png create mode 100644 src/mlpack/tests/image_load_test.cpp diff --git a/src/mlpack/core/data/CMakeLists.txt b/src/mlpack/core/data/CMakeLists.txt index 3467f6f59a..4633eb3991 100644 --- a/src/mlpack/core/data/CMakeLists.txt +++ b/src/mlpack/core/data/CMakeLists.txt @@ -27,8 +27,8 @@ set(SOURCES confusion_matrix.hpp one_hot_encoding.hpp one_hot_encoding_impl.hpp - load_img.hpp - load_img_impl.hpp + load_image.hpp + load_image_impl.hpp ) # add directory name to sources diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp new file mode 100644 index 0000000000..3020778a3c --- /dev/null +++ b/src/mlpack/core/data/load_image.hpp @@ -0,0 +1,144 @@ +/** + * @file load_image.hpp + * @author Mehul Kumar Nirala + * + * An image loading utillity + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ + +#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_HPP +#define MLPACK_CORE_DATA_LOAD_IMAGE_HPP + +#include +#include +#include +#include +#include +#include + +#include "extension.hpp" + +#define STB_IMAGE_IMPLEMENTATION +#include + +namespace mlpack { +namespace data { + +/** + * Loads a matrix with image. It also supports loading image from + * an entire directory. + * + * The supported types of files are: + * + * - JPEG baseline & progressive (12 bpc/arithmetic not supported, + * same as stock IJG lib) + * - PNG 1/2/4/8/16-bit-per-channel + * - TGA (not sure what subset, if a subset) + * - BMP non-1bpp, non-RLE + * - PSD (composited view only, no extra channels, 8/16 bit-per-channel) + * - GIF (*comp always reports as 4-channel) + * - HDR (radiance rgbE format) + * - PIC (Softimage PIC) + * - PNM (PPM and PGM binary only). + */ + +class LoadImage +{ +public: + LoadImage(); + + /** + * LoadImage constructor. + * + * @param width Matrix width for output matrix. + * @param height Matrix height for output matrix. + * @param channels Matrix channels for output matrix. + */ + LoadImage(int width, int height, int channels); + + /** + * Checks if the given image filename is supported. + * + * @param filename Name of the image file. + * @return Boolean value indicating success if it is an image. + */ + bool isImageFile(std::string fileName); + + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param fileName Name of the image file. + * @param outputMatrix Matrix to load into. + * @return Boolean value indicating success or failure of load. + */ + bool Load(std::string fileName, arma::Mat&& outputMatrix); + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param fileName Name of the image file. + * @param width Width of the image file. + * @param height Height of the image file. + * @param channels Channels of the image file. + * @param outputMatrix Matrix to load into. + * @return Boolean value indicating success or failure of load. + */ + bool Load(std::string fileName, + arma::Mat&& outputMatrix, + int *width, + int *height, + int *channels); + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param files A vector containing names of the image file to be loaded. + * @param outputMatrix Matrix to load into. + * @return Boolean value indicating success or failure of load. + */ + bool Load(std::vector& files, + arma::Mat&& outputMatrix); + + /** + * Load the image file into the given matrix. + * Throws exceptions on errors. + * + * @param dirPath Path containing the image files. + * @param outputMatrix Matrix to load into. + * @return Boolean value indicating success or failure of load. + */ + bool LoadDIR(std::string dirPath, arma::Mat&& outputMatrix); + + ~LoadImage(); + +private: + + // To store supported image types. + std::vector fileTypes; + + // To store matrixWidth. + int matrixWidth; + + // To store matrixHeight. + int matrixHeight; + + // To store channels. + int channels; + +}; + +} // namespace data +} // namespace mlpack + +// Include implementation of LoadImage. +#include "load_image_impl.hpp" + +#endif diff --git a/src/mlpack/core/data/load_img_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp similarity index 59% rename from src/mlpack/core/data/load_img_impl.hpp rename to src/mlpack/core/data/load_image_impl.hpp index 631b5b409d..0445e4ebb6 100644 --- a/src/mlpack/core/data/load_img_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -1,5 +1,5 @@ /** - * @file load_img_impl.hpp + * @file load_image_impl.hpp * @author Mehul Kumar Nirala * * An image loading utillity @@ -14,7 +14,7 @@ #define MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP // In case it hasn't been included yet. -#include "load_img.hpp" +#include "load_image.hpp" namespace mlpack { namespace data { @@ -53,23 +53,40 @@ LoadImage::~LoadImage() bool LoadImage::isImageFile(std::string fileName) { // Iterate over all supported file types. - for(auto extension: fileTypes){ - std::transform(extension.begin(), extension.end(), extension.begin(), ::tolower); + for (auto extension: fileTypes){ + std::transform(extension.begin(), extension.end(), extension.begin(), + ::tolower); if (extension == Extension(fileName)) return true; } return false; } -void LoadImage::Load(std::string fileName, int *width, int *height, int *channels, arma::Mat&& outputMatrix) +bool LoadImage::Load(std::string fileName, + arma::Mat&& outputMatrix, + int *width, + int *height, + int *channels) { unsigned char *image; char fileNameTemp[fileName.size() + 1]; - strcpy(fileNameTemp, fileName.c_str()); + strcpy(fileNameTemp, fileName.c_str()); + + if (!isImageFile(fileName)) + { + std::ostringstream oss; + oss << "File type " << Extension(fileName) << " not supported.\n"; + oss << "Cuurently it supports "; + for (auto extension: fileTypes) + oss << " " << extension; + oss << std::endl; + throw std::runtime_error(oss.str()); + } + stbi_set_flip_vertically_on_load(true); // For grayscale images - if(*channels == 1) + if (*channels == 1) { image = stbi_load(fileNameTemp, width, @@ -85,30 +102,53 @@ void LoadImage::Load(std::string fileName, int *width, int *height, int *channel channels, STBI_rgb); } + + if (*width <= 0 || *height <=0) + { + std::ostringstream oss; + oss << "Image '" << fileName << "' not found." << std::endl; + free(image); + // throw std::runtime_error(oss.str()); + return false; + } + int size = (*width)*(*height)*(*channels); // Copy memory location into armadillo Mat. outputMatrix = arma::Mat(image, 1, size, false, true ); + return true; } -void LoadImage::Load(std::string fileName, arma::Mat&& outputMatrix) +bool LoadImage::Load(std::string fileName, + arma::Mat&& outputMatrix) { int width, height; - Load(fileName, &width, &height, &channels, std::move(outputMatrix)); - Log::Info << width <<" "<< height <<" "<< channels << std::endl << std::flush; + bool status = Load(fileName, + std::move(outputMatrix), + &width, &height, &channels); + if (!status) + return status; + + Log::Info << width <<" "<< height <<" "<< channels << "\n" << std::flush; // Throw error if the image is incompatible with the matrix. - if (width != matrixWidth || height != matrixHeight) + if (matrixWidth > 0 && matrixHeight > 0 && + (width != matrixWidth || height != matrixHeight)) { std::ostringstream oss; - oss << "Image '" << fileName << "' does not match matrix height or width" << std::endl; - oss << "Image width: " << width << ", Image height: " << height << std::endl; - oss << "Matrix Width: " << matrixWidth << ", Matrix Height: " << matrixHeight << std::endl; + oss << "Image '" << fileName; + oss << "' does not match matrix height or width." << std::endl; + oss << "Image width: " << width; + oss << ", Image height: " << height << std::endl; + oss << "Matrix Width: " << matrixWidth; + oss << ", Matrix Height: " << matrixHeight << std::endl; throw std::runtime_error(oss.str()); } + return status; } -void LoadImage::Load(std::vector& files, arma::Mat&& outputMatrix) +bool LoadImage::Load(std::vector& files, + arma::Mat&& outputMatrix) { if (files.size() < 1) { @@ -119,7 +159,7 @@ void LoadImage::Load(std::vector& files, arma::Mat&& arma::Mat img; int width, height; - Load(files[0], &width, &height, &channels, std::move(img)); + bool status = Load(files[0], std::move(img), &width, &height, &channels); Log::Info << "Loaded " << files[0] << std::endl << std::flush; // Decide matrix dimension using the image height and width. @@ -131,12 +171,14 @@ void LoadImage::Load(std::vector& files, arma::Mat&& for (size_t i = 1; i < files.size() ; i++) { - Load(files[i], std::move(outputMatrix.row(i))); + status &= Load(files[i], std::move(outputMatrix.row(i))); Log::Info << "Loaded " << files[i] << std::endl << std::flush; } + return status; } -void LoadImage::LoadDir(std::string dirPath, arma::Mat&& outputMatrix) +bool LoadImage::LoadDIR(std::string dirPath, + arma::Mat&& outputMatrix) { boost::filesystem::path p (dirPath); @@ -147,18 +189,17 @@ void LoadImage::LoadDir(std::string dirPath, arma::Mat&& outputMa // cycle through the directory for (boost::filesystem::directory_iterator itr(p); itr != end_itr; ++itr) { - // If it's not a directory, list it. If you want to list directories too, just remove this check. + // If it's not a directory, list it. If you want to list directories too, + // just remove this check. if (boost::filesystem::is_regular_file(itr->path())) { - // assign current file name to current_file and echo it out to the console. - std::string current_file = itr->path().string(); + std::string currentFile = itr->path().string(); // Load only image files in the directory. - if (isImageFile(current_file)) - files.push_back(current_file); - + if (isImageFile(currentFile)) + files.push_back(currentFile); } } - Load(files, std::move(outputMatrix)); + return Load(files, std::move(outputMatrix)); } } // namespace data diff --git a/src/mlpack/core/data/load_img.hpp b/src/mlpack/core/data/load_img.hpp deleted file mode 100644 index 5c8f5720b6..0000000000 --- a/src/mlpack/core/data/load_img.hpp +++ /dev/null @@ -1,135 +0,0 @@ -/** - * @file load_img.hpp - * @author Mehul Kumar Nirala - * - * An image loading utillity - * - * mlpack is free software; you may redistribute it and/or modify it under the - * terms of the 3-clause BSD license. You should have received a copy of the - * 3-clause BSD license along with mlpack. If not, see - * http://www.opensource.org/licenses/BSD-3-Clause for more information. - */ - -#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_HPP -#define MLPACK_CORE_DATA_LOAD_IMAGE_HPP - -#include -#include -#include -#include -#include -#include - -#include "extension.hpp" - -#define STB_IMAGE_IMPLEMENTATION -#include - -namespace mlpack { -namespace data { - -/** - * Loads a matrix with image. It also supports loading image from an entire directory. - * The supported types of files are: - * - * - JPEG baseline & progressive (12 bpc/arithmetic not supported, same as stock IJG lib) - * - PNG 1/2/4/8/16-bit-per-channel - * - TGA (not sure what subset, if a subset) - * - BMP non-1bpp, non-RLE - * - PSD (composited view only, no extra channels, 8/16 bit-per-channel) - * - GIF (*comp always reports as 4-channel) - * - HDR (radiance rgbE format) - * - PIC (Softimage PIC) - * - PNM (PPM and PGM binary only). - */ - -class LoadImage -{ -public: - LoadImage(); - - /** - * LoadImage constructor. - * - * @param width Matrix width for output matrix. - * @param height Matrix height for output matrix. - * @param channels Matrix channels for output matrix. - */ - LoadImage(int width, int height, int channels); - - /** - * Checks if the given image filename is supported. - * - * @param filename Name of the image file. - */ - bool isImageFile(std::string fileName); - - - /** - * Load the image file into the given matrix. - * Throws exceptions on errors. - * - * @param fileName Name of the image file. - * @param outputMatrix Matrix to load into. - */ - void Load(std::string fileName, arma::Mat&& outputMatrix); - - /** - * Load the image file into the given matrix. - * Throws exceptions on errors. - * - * @param fileName Name of the image file. - * @param width Width of the image file. - * @param height Height of the image file. - * @param channels Channels of the image file. - * @param outputMatrix Matrix to load into. - */ - void Load(std::string fileName, - int *width, - int *height, - int *channels, - arma::Mat&& outputMatrix); - - /** - * Load the image file into the given matrix. - * Throws exceptions on errors. - * - * @param files A vector containing names of the image file to be loaded. - * @param outputMatrix Matrix to load into. - */ - void Load(std::vector& files, - arma::Mat&& outputMatrix); - - /** - * Load the image file into the given matrix. - * Throws exceptions on errors. - * - * @param dirPath Path containing the image files. - * @param outputMatrix Matrix to load into. - */ - void LoadDir(std::string dirPath, arma::Mat&& outputMatrix); - - ~LoadImage(); - -private: - - // To store supported image types. - std::vector fileTypes; - - // To store matrixWidth. - int matrixWidth; - - // To store matrixHeight. - int matrixHeight; - - // To store channels. - int channels; - -}; - -} // namespace data -} // namespace mlpack - -#include "load_img_impl.hpp" - -#endif diff --git a/src/mlpack/tests/CMakeLists.txt b/src/mlpack/tests/CMakeLists.txt index e0d134a92c..f0b18dfd94 100644 --- a/src/mlpack/tests/CMakeLists.txt +++ b/src/mlpack/tests/CMakeLists.txt @@ -37,6 +37,7 @@ add_executable(mlpack_test hoeffding_tree_test.cpp hpt_test.cpp hyperplane_test.cpp + image_load_test.cpp imputation_test.cpp init_rules_test.cpp kde_test.cpp diff --git a/src/mlpack/tests/data/test_image.png b/src/mlpack/tests/data/test_image.png new file mode 100644 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BOOST_REQUIRE_THROW(loader.Load(file, std::move(img)), std::runtime_error); } @@ -40,11 +41,13 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) // Matrix to load contents of file into. arma::Mat img; - BOOST_REQUIRE(loader.Load("test_image.png", std::move(img)) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels + std::string file("test_image.png"); + BOOST_REQUIRE(loader.Load(file, std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels BOOST_REQUIRE_EQUAL(img.n_rows, 1); } +#ifdef HAS_FILESYSTEM /** * Test all the images in dir are loaded correctly. */ @@ -55,9 +58,10 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) // Matrix to load contents of dir into. arma::Mat img; BOOST_REQUIRE(loader.LoadDIR(".", std::move(img)) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, 1); } +#endif /** * Test height, width and channels are correctly loaded. @@ -70,12 +74,13 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) arma::Mat img; int height, width, channels; - BOOST_REQUIRE(loader.Load("test_image.png", std::move(img), + std::string file("test_image.png"); + BOOST_REQUIRE(loader.Load(file, std::move(img), &width, &height, &channels) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, 1); - BOOST_REQUIRE_EQUAL(width, 512); - BOOST_REQUIRE_EQUAL(height, 512); + BOOST_REQUIRE_EQUAL(width, 50); + BOOST_REQUIRE_EQUAL(height, 50); BOOST_REQUIRE_EQUAL(channels, 3); } @@ -93,7 +98,7 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) "test_image.png", "test_image.png"}; BOOST_REQUIRE(loader.Load(files, std::move(img)) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, files.size()); } From c33072665c4ff07ea1faa59044f21b2eb679d212 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 30 May 2019 11:28:53 +0530 Subject: [PATCH 07/40] Style checks --- src/mlpack/core/data/load_image_impl.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 86059ba40f..54905191d1 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -181,7 +181,7 @@ bool LoadImage::LoadDIR(std::string& dirPath, std::vector files; #ifdef HAS_FILESYSTEM // cycle through the directory - for(auto& file : std::experimental::filesystem::directory_iterator(dirPath)) + for (auto& file : std::experimental::filesystem::directory_iterator(dirPath)) { // If it's not a directory, list it. if (std::experimental::filesystem::is_regular_file(file)) { From a1ac9a5271c882ed935b2902f40a0138e481f223 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Sun, 2 Jun 2019 22:16:38 +0530 Subject: [PATCH 08/40] change int to size_t --- src/mlpack/core/data/load_image.hpp | 49 ++++++----- src/mlpack/core/data/load_image_impl.hpp | 101 +++++++++++++---------- src/mlpack/tests/image_load_test.cpp | 18 ++-- 3 files changed, 97 insertions(+), 71 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index f7755b1334..bd54088ec7 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -13,14 +13,15 @@ #ifndef MLPACK_CORE_DATA_LOAD_IMAGE_HPP #define MLPACK_CORE_DATA_LOAD_IMAGE_HPP -#include -#include #include #include #include -#ifdef HAS_FILESYSTEM -#include +#if defined(__cplusplus) && __cplusplus >= 201703L && defined(__has_include) + && __has_include() +#include +#define HAS_FILESYSTEM 1 +namespace fs = std::filesystem; #endif #include "extension.hpp" @@ -62,13 +63,13 @@ class LoadImage LoadImage(); /** - * Instantiate the LoadImage object with the image width, height, channels.. + * Instantiate the LoadImage object with the image width, height, channels. * * @param width Matrix width for the output matrix. * @param height Matrix height for the output matrix. * @param channels Matrix channels for the output matrix. */ - LoadImage(int width, int height, int channels); + LoadImage(size_t width, size_t height, size_t channels); /** * Checks if the given image filename is supported. @@ -76,51 +77,61 @@ class LoadImage * @param filename Name of the image file. * @return Boolean value indicating success if it is an image. */ - bool IsImageFile(std::string& fileName); + bool ImageFormatSupported(const std::string& fileName); /** * Load the image file into the given matrix. * * @param fileName Name of the image file. + * @param flipVertical Flip the image vertical upon loading. * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool Load(std::string& fileName, arma::Mat&& outputMatrix); + bool Load(const std::string& fileName, + bool flipVertical, + arma::Mat&& outputMatrix); /** * Load the image file into the given matrix. * * @param fileName Name of the image file. + * @param flipVertical Flip the image vertical upon loading. * @param width Width of the image file. * @param height Height of the image file. * @param channels Channels of the image file. * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool Load(std::string& fileName, - arma::Mat&& outputMatrix, - int *width, - int *height, - int *channels); + bool Load(const std::string& fileName, + bool flipVertical, + arma::Mat&& outputMatrix, + size_t *width, + size_t *height, + size_t *channels); /** * Load the image file into the given matrix. * * @param files A vector containing names of the image file to be loaded. + * @param flipVertical Flip the image vertical upon loading. * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool Load(std::vector& files, - arma::Mat&& outputMatrix); + bool Load(const std::vector& files, + bool flipVertical, + arma::Mat&& outputMatrix); /** * Load the image file into the given matrix. * * @param dirPath Path containing the image files. + * @param flipVertical Flip the image vertical upon loading. * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool LoadDIR(std::string& dirPath, arma::Mat&& outputMatrix); + bool LoadDIR(const std::string& dirPath, + bool flipVertical, + arma::Mat&& outputMatrix); /** * LoadImage default destructor. @@ -132,13 +143,13 @@ class LoadImage std::vector fileTypes; // To store matrixWidth. - int matrixWidth; + size_t matrixWidth; // To store matrixHeight. - int matrixHeight; + size_t matrixHeight; // To store channels. - int channels; + size_t channels; }; } // namespace data diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 54905191d1..476eb60b1c 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -20,8 +20,8 @@ namespace mlpack { namespace data { LoadImage::LoadImage(): - matrixWidth(-1), - matrixHeight(-1), + matrixWidth(0), + matrixHeight(0), channels(3) { fileTypes.clear(); @@ -31,9 +31,9 @@ LoadImage::LoadImage(): {"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); } -LoadImage::LoadImage(int width, - int height, - int channels): +LoadImage::LoadImage(size_t width, + size_t height, + size_t channels): matrixWidth(width), matrixHeight(height), channels(channels) @@ -50,27 +50,25 @@ LoadImage::~LoadImage() // Do nothing. } -bool LoadImage::IsImageFile(std::string& fileName) +bool LoadImage::ImageFormatSupported(const std::string& fileName) { // Iterate over all supported file types. - for (auto extension : fileTypes){ - std::transform(extension.begin(), extension.end(), extension.begin(), - ::tolower); + for (auto extension : fileTypes) if (extension == Extension(fileName)) return true; - } return false; } -bool LoadImage::Load(std::string& fileName, +bool LoadImage::Load(const std::string& fileName, + bool flipVertical, arma::Mat&& outputMatrix, - int *width, - int *height, - int *channels) + size_t *width, + size_t *height, + size_t *channels) { unsigned char *image; - if (!IsImageFile(fileName)) + if (!ImageFormatSupported(fileName)) { std::ostringstream oss; oss << "File type " << Extension(fileName) << " not supported.\n"; @@ -79,55 +77,63 @@ bool LoadImage::Load(std::string& fileName, oss << " " << extension; oss << std::endl; throw std::runtime_error(oss.str()); + return false; } - stbi_set_flip_vertically_on_load(true); + stbi_set_flip_vertically_on_load(flipVertical); + + // Temporary variablesneeded as stb_image.h supports int parameters. + int tempWidth, tempHeight, tempChannels; // For grayscale images if (*channels == 1) { image = stbi_load(fileName.c_str(), - width, - height, - channels, + &tempWidth, + &tempHeight, + &tempChannels, STBI_grey); } else { image = stbi_load(fileName.c_str(), - width, - height, - channels, + &tempWidth, + &tempHeight, + &tempChannels, STBI_rgb); } - if (*width <= 0 || *height <=0) + if (tempWidth <= 0 || tempHeight <= 0) { std::ostringstream oss; oss << "Image '" << fileName << "' not found." << std::endl; free(image); - // throw std::runtime_error(oss.str()); + throw std::runtime_error(oss.str()); return false; } - - int size = (*width)*(*height)*(*channels); + *width = tempWidth; + *height = tempHeight; + *channels = tempChannels; + size_t size = (*width)*(*height)*(*channels); // Copy memory location into armadillo Mat. outputMatrix = arma::Mat(image, 1, size, false, true); return true; } -bool LoadImage::Load(std::string& fileName, +bool LoadImage::Load(const std::string& fileName, + bool flipVertical, arma::Mat&& outputMatrix) { - int width, height; + size_t width, height; bool status = Load(fileName, + flipVertical, std::move(outputMatrix), &width, &height, &channels); if (!status) return status; - Log::Info << width <<" "<< height <<" "<< channels << "\n" << std::flush; + Log::Info << width <<" "<< height <<" "<< channels << std::endl; // Throw error if the image is incompatible with the matrix. if (matrixWidth > 0 && matrixHeight > 0 && @@ -145,10 +151,11 @@ bool LoadImage::Load(std::string& fileName, return status; } -bool LoadImage::Load(std::vector& files, +bool LoadImage::Load(const std::vector& files, + bool flipVertical, arma::Mat&& outputMatrix) { - if (files.size() < 1) + if (files.size() == 0) { std::ostringstream oss; oss << "File vector is empty." << std::endl; @@ -156,9 +163,12 @@ bool LoadImage::Load(std::vector& files, } arma::Mat img; - int width, height; - bool status = Load(files[0], std::move(img), &width, &height, &channels); - Log::Info << "Loaded " << files[0] << std::endl << std::flush; + size_t width, height; + bool status = Load(files[0], + flipVertical, + std::move(img), + &width, &height, &channels); + Log::Info << "Loaded " << files[0] << std::endl; // Decide matrix dimension using the image height and width. matrixWidth = std::max(matrixWidth, width); @@ -169,29 +179,36 @@ bool LoadImage::Load(std::vector& files, for (size_t i = 1; i < files.size() ; i++) { - status &= Load(files[i], std::move(outputMatrix.row(i))); - Log::Info << "Loaded " << files[i] << std::endl << std::flush; + status &= Load(files[i], + flipVertical, + std::move(outputMatrix.row(i))); + Log::Info << "Loaded " << files[i] << std::endl; } return status; } -bool LoadImage::LoadDIR(std::string& dirPath, +bool LoadImage::LoadDIR(const std::string& dirPath, + bool flipVertical, arma::Mat&& outputMatrix) { std::vector files; #ifdef HAS_FILESYSTEM // cycle through the directory - for (auto& file : std::experimental::filesystem::directory_iterator(dirPath)) + for (std::string& file : fs::filesystem::directory_iterator(dirPath)) { // If it's not a directory, list it. - if (std::experimental::filesystem::is_regular_file(file)) { + if (fs::filesystem::is_regular_file(file)) { // Load only image files in the directory. - if (IsImageFile(currentFile)) - files.push_back(currentFile); + if (ImageFormatSupported(file)) + files.push_back(file); } } - return Load(files, std::move(outputMatrix)); + return Load(files, flipVertical, std::move(outputMatrix)); #else + std::ostringstream oss; + oss << "Filesystem not supported" << std::endl; + oss << "Failed to include " << std::endl; + throw std::runtime_error(oss.str()); return false; #endif } diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 474a7e9b0d..c83b700a26 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -27,8 +27,7 @@ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) { data::LoadImage loader; arma::Mat img; - std::string file("invalidExtendion.p4ng"); - BOOST_REQUIRE_THROW(loader.Load(file, + BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", true, std::move(img)), std::runtime_error); } @@ -41,13 +40,13 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) // Matrix to load contents of file into. arma::Mat img; - std::string file("test_image.png"); - BOOST_REQUIRE(loader.Load(file, std::move(img)) == true); + BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels BOOST_REQUIRE_EQUAL(img.n_rows, 1); } -#ifdef HAS_FILESYSTEM +#if defined(__cplusplus) && __cplusplus >= 201703L && defined(__has_include) + && __has_include() /** * Test all the images in dir are loaded correctly. */ @@ -57,7 +56,7 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) // Matrix to load contents of dir into. arma::Mat img; - BOOST_REQUIRE(loader.LoadDIR(".", std::move(img)) == true); + BOOST_REQUIRE(loader.LoadDIR(".", true, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, 1); } @@ -72,10 +71,9 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) // Matrix to load contents of dir into. arma::Mat img; - int height, width, channels; + size_t height, width, channels; - std::string file("test_image.png"); - BOOST_REQUIRE(loader.Load(file, std::move(img), + BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img), &width, &height, &channels) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, 1); @@ -97,7 +95,7 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) std::vector files{"test_image.png", "test_image.png", "test_image.png"}; - BOOST_REQUIRE(loader.Load(files, std::move(img)) == true); + BOOST_REQUIRE(loader.Load(files, true, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, files.size()); } From 747ee7ac584d68b8f4fba829dbfe44331f5a8977 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Fri, 14 Jun 2019 03:51:49 +0530 Subject: [PATCH 09/40] Incorporated some reviews --- src/mlpack/core/data/load_image.hpp | 12 +++--- src/mlpack/core/data/load_image_impl.hpp | 50 ++++++++++++------------ src/mlpack/tests/image_load_test.cpp | 5 +-- 3 files changed, 32 insertions(+), 35 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index bd54088ec7..ee0cf66301 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -69,7 +69,7 @@ class LoadImage * @param height Matrix height for the output matrix. * @param channels Matrix channels for the output matrix. */ - LoadImage(size_t width, size_t height, size_t channels); + LoadImage(const size_t width, const size_t height, const size_t channels); /** * Checks if the given image filename is supported. @@ -105,9 +105,9 @@ class LoadImage bool Load(const std::string& fileName, bool flipVertical, arma::Mat&& outputMatrix, - size_t *width, - size_t *height, - size_t *channels); + size_t &width, + size_t &height, + size_t &channels); /** * Load the image file into the given matrix. @@ -129,7 +129,7 @@ class LoadImage * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool LoadDIR(const std::string& dirPath, + bool LoadDir(const std::string& dirPath, bool flipVertical, arma::Mat&& outputMatrix); @@ -140,7 +140,7 @@ class LoadImage private: // To store supported image types. - std::vector fileTypes; + static const std::vector fileTypes; // To store matrixWidth. size_t matrixWidth; diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 476eb60b1c..46a2d94408 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -19,30 +19,25 @@ namespace mlpack { namespace data { +const std::vector LoadImage::fileTypes({"jpg", "png", "tga", + "bmp", "psd", "gif", "hdr", "pic", "pnm"}); + LoadImage::LoadImage(): matrixWidth(0), matrixHeight(0), channels(3) { - fileTypes.clear(); - // Declare supported file types. - fileTypes.insert(fileTypes.end(), - {"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); } -LoadImage::LoadImage(size_t width, - size_t height, - size_t channels): +LoadImage::LoadImage(const size_t width, + const size_t height, + const size_t channels): matrixWidth(width), matrixHeight(height), channels(channels) { - fileTypes.clear(); - // Declare supported file types. - fileTypes.insert(fileTypes.end(), - {"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); } LoadImage::~LoadImage() @@ -62,9 +57,9 @@ bool LoadImage::ImageFormatSupported(const std::string& fileName) bool LoadImage::Load(const std::string& fileName, bool flipVertical, arma::Mat&& outputMatrix, - size_t *width, - size_t *height, - size_t *channels) + size_t &width, + size_t &height, + size_t &channels) { unsigned char *image; @@ -86,7 +81,7 @@ bool LoadImage::Load(const std::string& fileName, int tempWidth, tempHeight, tempChannels; // For grayscale images - if (*channels == 1) + if (channels == 1) { image = stbi_load(fileName.c_str(), &tempWidth, @@ -111,13 +106,16 @@ bool LoadImage::Load(const std::string& fileName, throw std::runtime_error(oss.str()); return false; } - *width = tempWidth; - *height = tempHeight; - *channels = tempChannels; - size_t size = (*width)*(*height)*(*channels); + width = tempWidth; + height = tempHeight; + channels = tempChannels; + size_t size = width * height * channels; - // Copy memory location into armadillo Mat. - outputMatrix = arma::Mat(image, 1, size, false, true); + // Copy image into armadillo Mat. + outputMatrix = arma::Mat(image, 1, size, true, true); + + // Free the image pointer. + free(image); return true; } @@ -129,7 +127,7 @@ bool LoadImage::Load(const std::string& fileName, bool status = Load(fileName, flipVertical, std::move(outputMatrix), - &width, &height, &channels); + width, height, channels); if (!status) return status; @@ -167,7 +165,7 @@ bool LoadImage::Load(const std::vector& files, bool status = Load(files[0], flipVertical, std::move(img), - &width, &height, &channels); + width, height, channels); Log::Info << "Loaded " << files[0] << std::endl; // Decide matrix dimension using the image height and width. @@ -187,7 +185,7 @@ bool LoadImage::Load(const std::vector& files, return status; } -bool LoadImage::LoadDIR(const std::string& dirPath, +bool LoadImage::LoadDir(const std::string& dirPath, bool flipVertical, arma::Mat&& outputMatrix) { @@ -206,8 +204,8 @@ bool LoadImage::LoadDIR(const std::string& dirPath, return Load(files, flipVertical, std::move(outputMatrix)); #else std::ostringstream oss; - oss << "Filesystem not supported" << std::endl; - oss << "Failed to include " << std::endl; + oss << "C++17 filesystem library not available." << std::endl; + oss << "Failed to include header!" << std::endl; throw std::runtime_error(oss.str()); return false; #endif diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index c83b700a26..818e496ae8 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -56,7 +56,7 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) // Matrix to load contents of dir into. arma::Mat img; - BOOST_REQUIRE(loader.LoadDIR(".", true, std::move(img)) == true); + BOOST_REQUIRE(loader.LoadDir(".", true, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, 1); } @@ -74,7 +74,7 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) size_t height, width, channels; BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img), - &width, &height, &channels) == true); + width, height, channels) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, 1); BOOST_REQUIRE_EQUAL(width, 50); @@ -91,7 +91,6 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) // Matrix to load contents of dir into. arma::Mat img; - std::vector files{"test_image.png", "test_image.png", "test_image.png"}; From 5dbec967c2effc798b5e234dfa3929e23b21982e Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 17 Jun 2019 14:44:23 +0530 Subject: [PATCH 10/40] Added find_package for stb_image --- CMake/FindStbImage.cmake | 23 ++++++++++++++++++ CMakeLists.txt | 51 ++++++++++++++++++++++++++-------------- 2 files changed, 56 insertions(+), 18 deletions(-) create mode 100644 CMake/FindStbImage.cmake diff --git a/CMake/FindStbImage.cmake b/CMake/FindStbImage.cmake new file mode 100644 index 0000000000..7b2f13eab7 --- /dev/null +++ b/CMake/FindStbImage.cmake @@ -0,0 +1,23 @@ +# - Find STB_IMAGE +# Find the STB_IMAGE C++ library +# +# This module sets the following variables: +# STB_IMAGE_FOUND - set to true if the library is found +# STB_IMAGE_INCLUDE_DIR - list of required include directories + +file(GLOB STB_IMAGE_SEARCH_PATHS + ${CMAKE_BINARY_DIR}/deps/stb) +find_path(STB_IMAGE_INCLUDE_DIR + NAMES stb_image.h stb_image_write.h + PATHS ${STB_IMAGE_SEARCH_PATHS}) + +if(STB_IMAGE_INCLUDE_DIR) + set(STB_IMAGE_FOUND YES) +endif () + +# Checks 'REQUIRED'. +include(FindPackageHandleStandardArgs) +find_package_handle_standard_args(STB_IMAGE + REQUIRED_VARS STB_IMAGE_INCLUDE_DIR) + +mark_as_advanced(STB_IMAGE_INCLUDE_DIR) diff --git a/CMakeLists.txt b/CMakeLists.txt index b81d907e51..56f36dd2f3 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -311,26 +311,41 @@ endif () set(MLPACK_INCLUDE_DIRS ${MLPACK_INCLUDE_DIRS} ${ARMADILLO_INCLUDE_DIRS}) set(MLPACK_LIBRARIES ${MLPACK_LIBRARIES} ${ARMADILLO_LIBRARIES}) +# Find stb_image.h and stb_image_write.h. +find_package(StbImage) # Download stb_image for image loading. -if (DOWNLOAD_STB_IMAGE) - set(STB_DIR "stb") - install(DIRECTORY DESTINATION ${CMAKE_BINARY_DIR}/deps/${STB_DIR}) - file(DOWNLOAD https://raw.githubusercontent.com/nothings/stb/master/stb_image.h - "${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h" - STATUS STB_DOWNLOAD_STATUS_LIST LOG STB_DOWNLOAD_LOG - SHOW_PROGRESS) - list(GET STB_DOWNLOAD_STATUS_LIST 0 STB_DOWNLOAD_STATUS) - if (STB_DOWNLOAD_STATUS EQUAL 0) - set(MLPACK_INCLUDE_DIRS ${MLPACK_INCLUDE_DIRS} - "${CMAKE_BINARY_DIR}/deps/${STB_DIR}") - message(STATUS - "Successfully downloaded stb into ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/") - # Now we have to also ensure these header files get installed. - install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) +if (NOT STB_IMAGE_FOUND) + if (DOWNLOAD_STB_IMAGE) + set(STB_DIR "stb") + install(DIRECTORY DESTINATION ${CMAKE_BINARY_DIR}/deps/${STB_DIR}) + file(DOWNLOAD http://mlpack.org/files/stb/stb_image.h + "${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h" + STATUS STB_IMAGE_DOWNLOAD_STATUS_LIST LOG STB_IMAGE_DOWNLOAD_LOG + SHOW_PROGRESS) + list(GET STB_IMAGE_DOWNLOAD_STATUS_LIST 0 STB_IMAGE_DOWNLOAD_STATUS) + file(DOWNLOAD http://mlpack.org/files/stb/stb_image_write.h + "${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image_write.h" + STATUS STB_IMAGE_WRITE_DOWNLOAD_STATUS_LIST + LOG STB_IMAGE_WRITE_DOWNLOAD_LOG + SHOW_PROGRESS) + list(GET STB_IMAGE_WRITE_DOWNLOAD_STATUS_LIST 0 + STB_IMAGE_WRITE_DOWNLOAD_STATUS) + if (STB_IMAGE_DOWNLOAD_STATUS EQUAL 0 AND + STB_IMAGE_WRITE_DOWNLOAD_STATUS EQUAL 0) + set(MLPACK_INCLUDE_DIRS ${MLPACK_INCLUDE_DIRS} + "${CMAKE_BINARY_DIR}/deps/${STB_DIR}") + message(STATUS + "Successfully downloaded stb into ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/") + # Now we have to also ensure these header files get installed. + install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) + else () + list(GET STB_DOWNLOAD_STATUS_LIST 1 STB_DOWNLOAD_ERROR) + message(FATAL_ERROR + "Could not download stb! Error code ${STB_DOWNLOAD_STATUS}: ${STB_DOWNLOAD_ERROR}! Error log: ${STB_DOWNLOAD_LOG}") + endif () else () - list(GET STB_DOWNLOAD_STATUS_LIST 1 STB_DOWNLOAD_ERROR) - message(FATAL_ERROR - "Could not download stb! Error code ${STB_DOWNLOAD_STATUS}: ${STB_DOWNLOAD_ERROR}! Error log: ${STB_DOWNLOAD_LOG}") + message(SEND_ERROR + "stb/stb_image.h not installed. Image utilites will not be available!") endif () endif () From 9ffb02249dab39b72e68acf17b58593d27ba4147 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 17 Jun 2019 15:09:29 +0530 Subject: [PATCH 11/40] Style checks --- LICENSE.txt | 2 +- src/mlpack/core/data/load_image.hpp | 6 ++--- src/mlpack/core/data/load_image_impl.hpp | 31 +++++++++++------------- 3 files changed, 18 insertions(+), 21 deletions(-) diff --git a/LICENSE.txt b/LICENSE.txt index 51889c1bc4..febcd581ec 100644 --- a/LICENSE.txt +++ b/LICENSE.txt @@ -12,7 +12,7 @@ licensed under the Boost Software License, version 1.0. This code is found in src/mlpack/core/boost_backport/ and more details on the licensing are available there. -mlpack contains some usage of the source code of stb, which is licensed +mlpack may contain some usage of the source code of stb, which is licensed under the MIT License and the Public Domain (www.unlicense.org). This code is used in src/mlpack/core/data/load_image.hpp. diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index ee0cf66301..bb9b5c1493 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -105,9 +105,9 @@ class LoadImage bool Load(const std::string& fileName, bool flipVertical, arma::Mat&& outputMatrix, - size_t &width, - size_t &height, - size_t &channels); + size_t& width, + size_t& height, + size_t& channels); /** * Load the image file into the given matrix. diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 46a2d94408..c7ef53f50d 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -27,7 +27,7 @@ LoadImage::LoadImage(): matrixHeight(0), channels(3) { - + //Do nothing. } LoadImage::LoadImage(const size_t width, @@ -37,7 +37,7 @@ LoadImage::LoadImage(const size_t width, matrixHeight(height), channels(channels) { - + // Do nothing. } LoadImage::~LoadImage() @@ -57,11 +57,11 @@ bool LoadImage::ImageFormatSupported(const std::string& fileName) bool LoadImage::Load(const std::string& fileName, bool flipVertical, arma::Mat&& outputMatrix, - size_t &width, - size_t &height, - size_t &channels) + size_t& width, + size_t& height, + size_t& channels) { - unsigned char *image; + unsigned char* image; if (!ImageFormatSupported(fileName)) { @@ -77,10 +77,10 @@ bool LoadImage::Load(const std::string& fileName, stbi_set_flip_vertically_on_load(flipVertical); - // Temporary variablesneeded as stb_image.h supports int parameters. + // Temporary variables needed as stb_image.h supports int parameters. int tempWidth, tempHeight, tempChannels; - // For grayscale images + // For grayscale images. if (channels == 1) { image = stbi_load(fileName.c_str(), @@ -120,18 +120,17 @@ bool LoadImage::Load(const std::string& fileName, } bool LoadImage::Load(const std::string& fileName, - bool flipVertical, - arma::Mat&& outputMatrix) + bool flipVertical, + arma::Mat&& outputMatrix) { size_t width, height; - bool status = Load(fileName, - flipVertical, - std::move(outputMatrix), + bool status = Load(fileName, flipVertical, std::move(outputMatrix), width, height, channels); if (!status) return status; - Log::Info << width <<" "<< height <<" "<< channels << std::endl; + Log::Info << "Image width: " << width <<" height: "<< height <<" channels: " + << channels << std::endl; // Throw error if the image is incompatible with the matrix. if (matrixWidth > 0 && matrixHeight > 0 && @@ -162,9 +161,7 @@ bool LoadImage::Load(const std::vector& files, arma::Mat img; size_t width, height; - bool status = Load(files[0], - flipVertical, - std::move(img), + bool status = Load(files[0], flipVertical, std::move(img), width, height, channels); Log::Info << "Loaded " << files[0] << std::endl; From 1597ba8aeea514191ccfbc4951df3f2e57e4fe3d Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 17 Jun 2019 15:30:04 +0530 Subject: [PATCH 12/40] Style checks --- src/mlpack/core/data/load_image_impl.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index c7ef53f50d..752aaa1e7d 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -27,7 +27,7 @@ LoadImage::LoadImage(): matrixHeight(0), channels(3) { - //Do nothing. + // Do nothing. } LoadImage::LoadImage(const size_t width, @@ -37,7 +37,7 @@ LoadImage::LoadImage(const size_t width, matrixHeight(height), channels(channels) { - // Do nothing. + // Do nothing. } LoadImage::~LoadImage() From 5798eee793aceb23c082b60acebb5b7c7c201fa9 Mon Sep 17 00:00:00 2001 From: Mehul Kumar Nirala Date: Mon, 17 Jun 2019 11:30:24 +0100 Subject: [PATCH 13/40] Update CMakeLists.txt --- CMakeLists.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 56f36dd2f3..75b339bdbe 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -338,8 +338,9 @@ if (NOT STB_IMAGE_FOUND) "Successfully downloaded stb into ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/") # Now we have to also ensure these header files get installed. install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) + install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image_write.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) else () - list(GET STB_DOWNLOAD_STATUS_LIST 1 STB_DOWNLOAD_ERROR) + list(GET STB_IMAGE_DOWNLOAD_STATUS_LIST 1 STB_DOWNLOAD_ERROR) message(FATAL_ERROR "Could not download stb! Error code ${STB_DOWNLOAD_STATUS}: ${STB_DOWNLOAD_ERROR}! Error log: ${STB_DOWNLOAD_LOG}") endif () From 8422b8894551f9092b91055eb078680e76caa1f5 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 18 Jun 2019 19:32:20 +0530 Subject: [PATCH 14/40] Added save image. --- src/mlpack/core/data/load_image.hpp | 78 ++++++++-- src/mlpack/core/data/load_image_impl.hpp | 178 +++++++++++++++++------ src/mlpack/tests/image_load_test.cpp | 91 ++++++++++-- 3 files changed, 272 insertions(+), 75 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index bb9b5c1493..2aaa31625a 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -26,8 +26,15 @@ namespace fs = std::filesystem; #include "extension.hpp" +#ifndef STB_IMAGE_IMPLEMENTATION #define STB_IMAGE_IMPLEMENTATION #include +#endif + +#ifndef STB_IMAGE_WRITE_IMPLEMENTATION +#define STB_IMAGE_WRITE_IMPLEMENTATION +#include +#endif namespace mlpack { namespace data { @@ -37,7 +44,7 @@ namespace data { * an entire directory. * @code * arma::Mat img; - * data::LoadImage loader; + * data::Image loader; * loader.Load("test_image.png", std::move(img)); * @endcode * @@ -54,22 +61,22 @@ namespace data { * - PIC (Softimage PIC) * - PNM (PPM and PGM binary only). */ -class LoadImage +class Image { public: /** - * LoadImage default constructor. + * Image default constructor. */ - LoadImage(); + Image(); /** - * Instantiate the LoadImage object with the image width, height, channels. + * Instantiate the Image object with the image width, height, channels. * * @param width Matrix width for the output matrix. * @param height Matrix height for the output matrix. * @param channels Matrix channels for the output matrix. */ - LoadImage(const size_t width, const size_t height, const size_t channels); + Image(const size_t width, const size_t height, const size_t channels); /** * Checks if the given image filename is supported. @@ -77,7 +84,7 @@ class LoadImage * @param filename Name of the image file. * @return Boolean value indicating success if it is an image. */ - bool ImageFormatSupported(const std::string& fileName); + bool ImageFormatSupported(const std::string& fileName, bool save = false); /** * Load the image file into the given matrix. @@ -121,6 +128,42 @@ class LoadImage bool flipVertical, arma::Mat&& outputMatrix); + /** + * Saves the image file present in the given matrix. + * + * @param fileName Name of the image file. + * @param width Width of the image that is being saved. + * @param height Width of the image that is being saved. + * @param channels Number of channels in the image that is being saved. + * @param flipVertical Flip the image vertical before saving. + * @param inputMatrix Matrix to save images from. + * @return Boolean value indicating success or failure. + */ + bool Save(const std::string& fileName, + size_t width, + size_t height, + size_t channels, + bool flipVertical, + arma::Mat&& outputMatrix); + + /** + * Saves the image file present in the given matrix. + * + * @param files A vector containing names of the image file to be saved. + * @param width Width of the image that is being saved. + * @param height Width of the image that is being saved. + * @param channels Number of channels in the image that is being saved. + * @param flipVertical Flip the image vertical before saving. + * @param inputMatrix Matrix to save images from. + * @return Boolean value indicating success or failure. + */ + bool Save(const std::vector& files, + size_t width, + size_t height, + size_t channels, + bool flipVertical, + arma::Mat&& inputMatrix); + /** * Load the image file into the given matrix. * @@ -134,19 +177,22 @@ class LoadImage arma::Mat&& outputMatrix); /** - * LoadImage default destructor. + * Image default destructor. */ - ~LoadImage(); + ~Image(); private: - // To store supported image types. - static const std::vector fileTypes; + // To store supported image types that can be loaded. + static const std::vector loadFileTypes; - // To store matrixWidth. - size_t matrixWidth; + // To store supported image types that can be saved. + static const std::vector saveFileTypes; - // To store matrixHeight. - size_t matrixHeight; + // To store maxWidth. + size_t maxWidth; + + // To store maxHeight. + size_t maxHeight; // To store channels. size_t channels; @@ -155,7 +201,7 @@ class LoadImage } // namespace data } // namespace mlpack -// Include implementation of LoadImage. +// Include implementation of Image. #include "load_image_impl.hpp" #endif diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 752aaa1e7d..18ed6e77e9 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -19,47 +19,61 @@ namespace mlpack { namespace data { -const std::vector LoadImage::fileTypes({"jpg", "png", "tga", +const std::vector Image::loadFileTypes({"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); -LoadImage::LoadImage(): - matrixWidth(0), - matrixHeight(0), +const std::vector Image::saveFileTypes({"jpg", "png", "tga", + "bmp", "hdr"}); + +Image::Image(): + maxWidth(0), + maxHeight(0), channels(3) { // Do nothing. } -LoadImage::LoadImage(const size_t width, - const size_t height, - const size_t channels): - matrixWidth(width), - matrixHeight(height), - channels(channels) +Image::Image(const size_t width, + const size_t height, + const size_t channels): + maxWidth(width), + maxHeight(height), + channels(channels) { // Do nothing. } -LoadImage::~LoadImage() +Image::~Image() { // Do nothing. } -bool LoadImage::ImageFormatSupported(const std::string& fileName) +bool Image::ImageFormatSupported(const std::string& fileName, bool save) { - // Iterate over all supported file types. - for (auto extension : fileTypes) - if (extension == Extension(fileName)) - return true; - return false; + if (save) + { + // Iterate over all supported file types that can be saved. + for (auto extension : saveFileTypes) + if (extension == Extension(fileName)) + return true; + return false; + } + else + { + // Iterate over all supported file types that can be loaded. + for (auto extension : loadFileTypes) + if (extension == Extension(fileName)) + return true; + return false; + } } -bool LoadImage::Load(const std::string& fileName, - bool flipVertical, - arma::Mat&& outputMatrix, - size_t& width, - size_t& height, - size_t& channels) +bool Image::Load(const std::string& fileName, + bool flipVertical, + arma::Mat&& outputMatrix, + size_t& width, + size_t& height, + size_t& channels) { unsigned char* image; @@ -68,7 +82,7 @@ bool LoadImage::Load(const std::string& fileName, std::ostringstream oss; oss << "File type " << Extension(fileName) << " not supported.\n"; oss << "Currently it supports "; - for (auto extension : fileTypes) + for (auto extension : loadFileTypes) oss << " " << extension; oss << std::endl; throw std::runtime_error(oss.str()); @@ -112,16 +126,16 @@ bool LoadImage::Load(const std::string& fileName, size_t size = width * height * channels; // Copy image into armadillo Mat. - outputMatrix = arma::Mat(image, 1, size, true, true); + outputMatrix = arma::Mat(image, size, 1, true, true); // Free the image pointer. free(image); return true; } -bool LoadImage::Load(const std::string& fileName, - bool flipVertical, - arma::Mat&& outputMatrix) +bool Image::Load(const std::string& fileName, + bool flipVertical, + arma::Mat&& outputMatrix) { size_t width, height; bool status = Load(fileName, flipVertical, std::move(outputMatrix), @@ -133,24 +147,24 @@ bool LoadImage::Load(const std::string& fileName, << channels << std::endl; // Throw error if the image is incompatible with the matrix. - if (matrixWidth > 0 && matrixHeight > 0 && - (width != matrixWidth || height != matrixHeight)) + if (maxWidth > 0 && maxHeight > 0 && + (width != maxWidth || height != maxHeight)) { std::ostringstream oss; oss << "Image '" << fileName; oss << "' does not match matrix height or width." << std::endl; oss << "Image width: " << width; oss << ", Image height: " << height << std::endl; - oss << "Matrix Width: " << matrixWidth; - oss << ", Matrix Height: " << matrixHeight << std::endl; + oss << "Max Width: " << maxWidth; + oss << ", Max Height: " << maxHeight << std::endl; throw std::runtime_error(oss.str()); } return status; } -bool LoadImage::Load(const std::vector& files, - bool flipVertical, - arma::Mat&& outputMatrix) +bool Image::Load(const std::vector& files, + bool flipVertical, + arma::Mat&& outputMatrix) { if (files.size() == 0) { @@ -166,25 +180,103 @@ bool LoadImage::Load(const std::vector& files, Log::Info << "Loaded " << files[0] << std::endl; // Decide matrix dimension using the image height and width. - matrixWidth = std::max(matrixWidth, width); - matrixHeight = std::max(matrixHeight, height); + maxWidth = std::max(maxWidth, width); + maxHeight = std::max(maxHeight, height); - outputMatrix.set_size(files.size(), matrixWidth*matrixHeight*channels); - outputMatrix.row(0) = img; + outputMatrix.set_size(maxWidth*maxHeight*channels, files.size()); + outputMatrix.col(0) = img; for (size_t i = 1; i < files.size() ; i++) { status &= Load(files[i], flipVertical, - std::move(outputMatrix.row(i))); + std::move(outputMatrix.col(i))); Log::Info << "Loaded " << files[i] << std::endl; } return status; } -bool LoadImage::LoadDir(const std::string& dirPath, - bool flipVertical, - arma::Mat&& outputMatrix) + +bool Image::Save(const std::string& fileName, + size_t width, + size_t height, + size_t channels, + bool flipVertical, + arma::Mat&& inputMatrix) +{ + + if (!ImageFormatSupported(fileName, true)) + { + std::ostringstream oss; + oss << "File type " << Extension(fileName) << " not supported.\n"; + oss << "Currently it supports "; + for (auto extension : saveFileTypes) + oss << ", " << extension; + oss << std::endl; + throw std::runtime_error(oss.str()); + return false; + } + if (inputMatrix.n_cols > 1) + { + std::cout << "Input Matrix contains more than 1 image." << std::endl; + std::cout << "Only the firstimage will be saved!" << std::endl; + } + unsigned char *image = inputMatrix.memptr(); + stbi_flip_vertically_on_write(flipVertical); + + bool status; + int tempWidth = width, tempHeight = height, tempChannels = channels; + if ("png" == Extension(fileName)) + { + status = stbi_write_png(fileName.c_str(), tempWidth, tempHeight, + tempChannels, image, width*channels); + } + else if ("bmp" == Extension(fileName)) + { + status = stbi_write_bmp(fileName.c_str(), tempWidth, tempHeight, + tempChannels, image); + } + else if ("tga" == Extension(fileName)) + { + status = stbi_write_tga(fileName.c_str(), tempWidth, tempHeight, + tempChannels, image); + } + else if ("hdr" == Extension(fileName)) + { + status = stbi_write_hdr(fileName.c_str(), tempWidth, tempHeight, + tempChannels, reinterpret_cast(image)); + } + else if ("jpg" == Extension(fileName)) + { + status = stbi_write_jpg(fileName.c_str(), tempWidth, tempHeight, + tempChannels, image, 95); + } + return status; +} + +bool Image::Save(const std::vector& files, + size_t width, + size_t height, + size_t channels, + bool flipVertical, + arma::Mat&& inputMatrix) +{ + bool status = true; + for (size_t i = 0; i < files.size(); i++) + { + if (!Save(files[i], width, height, channels, flipVertical, + std::move(inputMatrix.col(i)))) + { + std::cout << "Unable to save '" << files[i] << "'." << std::endl; + status = false; + } + } + return status; +} + +bool Image::LoadDir(const std::string& dirPath, + bool flipVertical, + arma::Mat&& outputMatrix) { std::vector files; #ifdef HAS_FILESYSTEM diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 818e496ae8..a5b2ab89ce 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -2,7 +2,7 @@ * @file image_load_test.cpp * @author Mehul Kumar Nirala * - * Tests for data::LoadImage(). + * Tests for data::Image(). * * mlpack is free software; you may redistribute it and/or modify it under the * terms of the 3-clause BSD license. You should have received a copy of the @@ -10,7 +10,6 @@ * http://www.opensource.org/licenses/BSD-3-Clause for more information. */ -#include #include #include #include @@ -25,7 +24,7 @@ BOOST_AUTO_TEST_SUITE(ImageLoadTest); */ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) { - data::LoadImage loader; + data::Image loader; arma::Mat img; BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", true, std::move(img)), std::runtime_error); @@ -36,13 +35,13 @@ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) */ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) { - data::LoadImage loader; + data::Image loader; // Matrix to load contents of file into. arma::Mat img; BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img)) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels - BOOST_REQUIRE_EQUAL(img.n_rows, 1); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels + BOOST_REQUIRE_EQUAL(img.n_cols, 1); } #if defined(__cplusplus) && __cplusplus >= 201703L && defined(__has_include) @@ -52,13 +51,13 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) */ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) { - data::LoadImage loader; + data::Image loader; // Matrix to load contents of dir into. arma::Mat img; BOOST_REQUIRE(loader.LoadDir(".", true, std::move(img)) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_rows, 1); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 1); } #endif @@ -67,16 +66,16 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) */ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) { - data::LoadImage loader; + data::Image loader; - // Matrix to load contents of dir into. + // Matrix to load the image. arma::Mat img; size_t height, width, channels; BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img), width, height, channels) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_rows, 1); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 1); BOOST_REQUIRE_EQUAL(width, 50); BOOST_REQUIRE_EQUAL(height, 50); BOOST_REQUIRE_EQUAL(channels, 3); @@ -87,7 +86,7 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) */ BOOST_AUTO_TEST_CASE(LoadImagesInVector) { - data::LoadImage loader; + data::Image loader; // Matrix to load contents of dir into. arma::Mat img; @@ -95,8 +94,68 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) "test_image.png", "test_image.png"}; BOOST_REQUIRE(loader.Load(files, true, std::move(img)) == true); - BOOST_REQUIRE_EQUAL(img.n_cols, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_rows, files.size()); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); +} + +/** + * Test if the image is saved correctly. + */ +BOOST_AUTO_TEST_CASE(SaveImageTest) +{ + data::Image loadAndSave; + + arma::Mat img; + size_t height, width, channels; + + BOOST_REQUIRE(loadAndSave.Load("test_image.png", true, std::move(img), + width, height, channels) == true); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 1); + BOOST_REQUIRE_EQUAL(width, 50); + BOOST_REQUIRE_EQUAL(height, 50); + BOOST_REQUIRE_EQUAL(channels, 3); + + BOOST_REQUIRE(loadAndSave.Save("saved_image.png", width, height, + channels, true, std::move(img)) == true); + + // Retrieve the image saved and cross-check the dimensions. + img.clear(); + BOOST_REQUIRE(loadAndSave.Load("saved_image.png", true, std::move(img), + width, height, channels) == true); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, 1); + BOOST_REQUIRE_EQUAL(width, 50); + BOOST_REQUIRE_EQUAL(height, 50); + BOOST_REQUIRE_EQUAL(channels, 3); +} + +/** + * Test if the image is saved correctly. + */ +BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) +{ + data::Image loadAndSave; + + arma::Mat img; + size_t height, width, channels; + std::vector files{"test_image.png", + "test_image.png"}; + + BOOST_REQUIRE(loadAndSave.Load(files, true, std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); + + std::vector sfiles{"saved_image1.png", + "saved_image2.png"}; + + BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, true, std::move(img)) == true); + + // Retrieve the images saved and cross-check the dimensions. + img.clear(); + BOOST_REQUIRE(loadAndSave.Load(sfiles, true, std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); } BOOST_AUTO_TEST_SUITE_END(); From 0687cc1fbb89498888836cac4f0f57b94321824c Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 18 Jun 2019 21:43:22 +0530 Subject: [PATCH 15/40] Added tutorial. --- doc/tutorials/image/image.txt | 172 ++++++++++++++++++++++++++++++++++ 1 file changed, 172 insertions(+) create mode 100644 doc/tutorials/image/image.txt diff --git a/doc/tutorials/image/image.txt b/doc/tutorials/image/image.txt new file mode 100644 index 0000000000..52391c58e3 --- /dev/null +++ b/doc/tutorials/image/image.txt @@ -0,0 +1,172 @@ +/*! +@file image.txt +@author Mehul Kumar Nirala +@brief Tutorial for how to load and save images in mlpack. + +@page imagetutorial Image Utilities tutorial + +@section intro_imagetut Introduction + +Image dataset are becoming increasingly popular in deep learning. + +mlpack currently implements saving and loading of image. It uses [stb/](https://github.com/nothings/stb) to achieve this. + +@section toc_imagetut Table of Contents + +This tutorial is split into the following sections: + + - \ref intro_imagetut + - \ref toc_imagetut + - \ref model_api_imagetut + - \ref load_api_imagetut + - \ref save_api_imagetut + +@section model_api_imagetut Model API + +Image utilities supports loading and saving of image. Images can also be loaded from a directory if CXX version >= 17 as it requires header to navigate a directory. + +It supports filetypes "jpg", "png", "tga","bmp", "psd", "gif", "hdr", "pic", "pnm" for loading and "jpg", "png", "tga", "bmp", "hdr" for saving. + +The datatype associated is unsigned char to support RGB values in the range 1-255. To feed data into the network typecast of `arma::Mat` may be required. Images are stored in matrix as (width * height * channels, n_images). Therefore imageMatrix.col(0) would be first image if images are loaded in imageMatrix. + +@section load_api_imagetut Load + +Image can be loaded standalone or from a directory. + +Standalone loading of images. +@code + /** + * Load the image file into the given matrix. + * + * @param fileName Name of the image file. + * @param flipVertical Flip the image vertical upon loading. + * @param width Width of the image file. + * @param height Height of the image file. + * @param channels Channels of the image file. + * @param outputMatrix Matrix to load into. + * @return Boolean value indicating success or failure of load. + */ + bool Load(const std::string& fileName, + bool flipVertical, + arma::Mat&& outputMatrix, + size_t& width, + size_t& height, + size_t& channels); +@endcode + +@code +#include +data::Image loader; +// Matrix to load contents of file into. +arma::Mat img; +loader.Load("test_image.png", true, std::move(img)); +@endcode + +If the size of image is known beforehand, it can be passed into the constructor to set the size of outputMatrix(the matrix into which the image is loaded). + +@code +size_t height = 64, width = 64, channels = 1; +data::Image loader(width, height, channels); +@endcode + +If the size of image is not known beforehand it can be retrieved when loading the image as: +@code +size_t height, width, channels; +// values of height, width, channels are stored upon loading. +loader.Load("test_image.png", true, std::move(img), + width, height, channels); +@endcode + +Loading images from a directory is possible if C++ version >= 17. + +@code + /** + * Load the image file into the given matrix. + * + * @param dirPath Path containing the image files. + * @param flipVertical Flip the image vertical upon loading. + * @param outputMatrix Matrix to load into. + * @return Boolean value indicating success or failure of load. + */ + bool LoadDir(const std::string& dirPath, + bool flipVertical, + arma::Mat&& outputMatrix); +@endcode + +@code +data::Image loader; +// Matrix to load contents of dir into. +arma::Mat img; +loader.LoadDir("images/", true, std::move(img)); +@endcode + +@section save_api_imagetut Save + +Save images expects a matrix of type unsigned char in the form (width * height * channels, n_images). +Just like load it can be used to save one image or multiple images. Besides image data it also expects the shape of the image as input (width, height, channels). + +Saving one image: + +@code + /** + * Saves the image file present in the given matrix. + * + * @param fileName Name of the image file. + * @param width Width of the image that is being saved. + * @param height Width of the image that is being saved. + * @param channels Number of channels in the image that is being saved. + * @param flipVertical Flip the image vertical before saving. + * @param inputMatrix Matrix to save images from. + * @return Boolean value indicating success or failure. + */ + bool Save(const std::string& fileName, + size_t width, + size_t height, + size_t channels, + bool flipVertical, + arma::Mat&& outputMatrix); +@endcode + +@code +data::Image saver; +arma::Mat img; /* contains image/(s) */ +saver.Load("saved_image.png", true, std::move(img), + width, height, channels); +@endcode + +If the matrix contains more than one image, only the first one is saved. + +Saving multiple images: + +@code + /** + * Saves the image file present in the given matrix. + * + * @param files A vector containing names of the image file to be saved. + * @param width Width of the image that is being saved. + * @param height Width of the image that is being saved. + * @param channels Number of channels in the image that is being saved. + * @param flipVertical Flip the image vertical before saving. + * @param inputMatrix Matrix to save images from. + * @return Boolean value indicating success or failure. + */ + bool Save(const std::vector& files, + size_t width, + size_t height, + size_t channels, + bool flipVertical, + arma::Mat&& inputMatrix); +@endcode + +@code +data::Image saver; +arma::Mat img; /* contains image/(s) */ +saver.Load({"saved_image1.png", "saved_image2.png", "saved_image2.png"}, + true, std::move(img), + width, height, channels); +@endcode + +Multiple images are saved according to the vector of file name specified. + +*/ + From b525c3b0c2e446618c643aaa2fe95c24ade4dda1 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Wed, 19 Jun 2019 13:54:23 +0530 Subject: [PATCH 16/40] Style checks --- src/mlpack/core/data/load_image_impl.hpp | 1 - src/mlpack/tests/image_load_test.cpp | 3 ++- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 18ed6e77e9..4359b534a8 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -204,7 +204,6 @@ bool Image::Save(const std::string& fileName, bool flipVertical, arma::Mat&& inputMatrix) { - if (!ImageFormatSupported(fileName, true)) { std::ostringstream oss; diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index a5b2ab89ce..6bdde1186f 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -149,7 +149,8 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) std::vector sfiles{"saved_image1.png", "saved_image2.png"}; - BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, true, std::move(img)) == true); + BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, true, + std::move(img)) == true); // Retrieve the images saved and cross-check the dimensions. img.clear(); From ed4f6a64955df0adc807bfdde624c2fd468fa53d Mon Sep 17 00:00:00 2001 From: mulx10 Date: Wed, 19 Jun 2019 14:56:54 +0530 Subject: [PATCH 17/40] Rectified Cmake. --- CMakeLists.txt | 10 +++++++--- src/mlpack/core/data/load_image.hpp | 6 +++++- src/mlpack/core/data/load_image_impl.hpp | 6 +++++- src/mlpack/tests/image_load_test.cpp | 4 ++++ 4 files changed, 21 insertions(+), 5 deletions(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 75b339bdbe..1bd776cdca 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -339,15 +339,19 @@ if (NOT STB_IMAGE_FOUND) # Now we have to also ensure these header files get installed. install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) install(FILES ${CMAKE_BINARY_DIR}/deps/${STB_DIR}/stb_image_write.h DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}) + add_definitions(-DHAS_STB) else () list(GET STB_IMAGE_DOWNLOAD_STATUS_LIST 1 STB_DOWNLOAD_ERROR) - message(FATAL_ERROR + message(WARNING "Could not download stb! Error code ${STB_DOWNLOAD_STATUS}: ${STB_DOWNLOAD_ERROR}! Error log: ${STB_DOWNLOAD_LOG}") endif () else () - message(SEND_ERROR - "stb/stb_image.h not installed. Image utilites will not be available!") + message(WARNING + "stb/stb_image.h is not installed. Image utilites will not be available!") endif () +else () + # Already has STB installed. + add_definitions(-DHAS_STB) endif () # Find ensmallen. diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 2aaa31625a..3a5665dfd4 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -13,6 +13,8 @@ #ifndef MLPACK_CORE_DATA_LOAD_IMAGE_HPP #define MLPACK_CORE_DATA_LOAD_IMAGE_HPP +#ifdef HAS_STB // Compile this only if stb is present. + #include #include #include @@ -204,4 +206,6 @@ class Image // Include implementation of Image. #include "load_image_impl.hpp" -#endif +#endif // HAS_STB. + +#endif \ No newline at end of file diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 4359b534a8..8e021b693a 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -13,6 +13,8 @@ #ifndef MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP #define MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP +#ifdef HAS_STB // Compile this only if stb is present. + // In case it hasn't been included yet. #include "load_image.hpp" @@ -302,4 +304,6 @@ bool Image::LoadDir(const std::string& dirPath, } // namespace data } // namespace mlpack -#endif +#endif // HAS_STB. + +#endif \ No newline at end of file diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 6bdde1186f..2e85bbd640 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -17,6 +17,8 @@ using namespace mlpack; using namespace std; +#ifdef HAS_STB // Compile this only if stb is present. + BOOST_AUTO_TEST_SUITE(ImageLoadTest); /** @@ -160,3 +162,5 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) } BOOST_AUTO_TEST_SUITE_END(); + +#endif // HAS_STB. \ No newline at end of file From 18124a61d3b02f8a4a609576fcdfa40f5cf47742 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 20 Jun 2019 15:00:49 +0530 Subject: [PATCH 18/40] Reviews --- src/mlpack/core/data/load_image.hpp | 3 +- src/mlpack/core/data/load_image_impl.hpp | 9 +++--- src/mlpack/tests/image_load_test.cpp | 36 +++++++++--------------- 3 files changed, 20 insertions(+), 28 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 3a5665dfd4..994acad10f 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -146,7 +146,8 @@ class Image size_t height, size_t channels, bool flipVertical, - arma::Mat&& outputMatrix); + arma::Mat&& outputMatrix, + size_t quality = 95); /** * Saves the image file present in the given matrix. diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 8e021b693a..b2e23bb3aa 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -204,7 +204,8 @@ bool Image::Save(const std::string& fileName, size_t height, size_t channels, bool flipVertical, - arma::Mat&& inputMatrix) + arma::Mat&& inputMatrix, + size_t quality) { if (!ImageFormatSupported(fileName, true)) { @@ -222,10 +223,10 @@ bool Image::Save(const std::string& fileName, std::cout << "Input Matrix contains more than 1 image." << std::endl; std::cout << "Only the firstimage will be saved!" << std::endl; } - unsigned char *image = inputMatrix.memptr(); + unsigned char* image = inputMatrix.memptr(); stbi_flip_vertically_on_write(flipVertical); - bool status; + bool status = false; int tempWidth = width, tempHeight = height, tempChannels = channels; if ("png" == Extension(fileName)) { @@ -250,7 +251,7 @@ bool Image::Save(const std::string& fileName, else if ("jpg" == Extension(fileName)) { status = stbi_write_jpg(fileName.c_str(), tempWidth, tempHeight, - tempChannels, image, 95); + tempChannels, image, quality); } return status; } diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 2e85bbd640..1cd5b79e82 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -101,35 +101,25 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) } /** - * Test if the image is saved correctly. + * Test if the image is saved and loaded correctly. */ -BOOST_AUTO_TEST_CASE(SaveImageTest) +BOOST_AUTO_TEST_CASE(SaveAndLoadImageTest) { + arma::Mat img1 = arma::randi>(25*3,1); data::Image loadAndSave; + BOOST_REQUIRE(loadAndSave.Save("test.bmp", 5, 5, + 3, true, std::move(img1)) == true); - arma::Mat img; - size_t height, width, channels; - - BOOST_REQUIRE(loadAndSave.Load("test_image.png", true, std::move(img), + arma::Mat img2; + size_t height, width, channels = 3; + BOOST_REQUIRE(loadAndSave.Load("test.bmp", true, std::move(img2), width, height, channels) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, 1); - BOOST_REQUIRE_EQUAL(width, 50); - BOOST_REQUIRE_EQUAL(height, 50); - BOOST_REQUIRE_EQUAL(channels, 3); - BOOST_REQUIRE(loadAndSave.Save("saved_image.png", width, height, - channels, true, std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img1.n_cols, img2.n_cols); + BOOST_REQUIRE_EQUAL(img1.n_rows, img2.n_rows); - // Retrieve the image saved and cross-check the dimensions. - img.clear(); - BOOST_REQUIRE(loadAndSave.Load("saved_image.png", true, std::move(img), - width, height, channels) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, 1); - BOOST_REQUIRE_EQUAL(width, 50); - BOOST_REQUIRE_EQUAL(height, 50); - BOOST_REQUIRE_EQUAL(channels, 3); + for (size_t i = 0; i < img1.n_elem; ++i) + BOOST_REQUIRE_EQUAL(img1[i], img2[i]); } /** @@ -158,7 +148,7 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) img.clear(); BOOST_REQUIRE(loadAndSave.Load(sfiles, true, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); + BOOST_REQUIRE_EQUAL(img.n_cols, sfiles.size()); } BOOST_AUTO_TEST_SUITE_END(); From 044c346458b02a6779e78d33103f4747401b647e Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 20 Jun 2019 15:07:52 +0530 Subject: [PATCH 19/40] Reviews --- src/mlpack/core/data/load_image.hpp | 2 +- src/mlpack/core/data/load_image_impl.hpp | 2 +- src/mlpack/tests/image_load_test.cpp | 5 +++-- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 994acad10f..536c3aac58 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -209,4 +209,4 @@ class Image #endif // HAS_STB. -#endif \ No newline at end of file +#endif diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index b2e23bb3aa..4e53beec4e 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -307,4 +307,4 @@ bool Image::LoadDir(const std::string& dirPath, #endif // HAS_STB. -#endif \ No newline at end of file +#endif diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 1cd5b79e82..6c181b68a2 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -105,7 +105,8 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) */ BOOST_AUTO_TEST_CASE(SaveAndLoadImageTest) { - arma::Mat img1 = arma::randi>(25*3,1); + arma::Mat img1; + img1 = arma::randi>(25*3, 1); data::Image loadAndSave; BOOST_REQUIRE(loadAndSave.Save("test.bmp", 5, 5, 3, true, std::move(img1)) == true); @@ -153,4 +154,4 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) BOOST_AUTO_TEST_SUITE_END(); -#endif // HAS_STB. \ No newline at end of file +#endif // HAS_STB. From 4eae4d4d8faf6a450fd2a78f73f78adc92e9b62d Mon Sep 17 00:00:00 2001 From: mulx10 Date: Fri, 21 Jun 2019 20:02:17 +0530 Subject: [PATCH 20/40] Added flipVertical to end & incorporated style checks. --- src/mlpack/core/data/load_image.hpp | 43 +++++++++++++----------- src/mlpack/core/data/load_image_impl.hpp | 39 ++++++++++----------- src/mlpack/tests/image_load_test.cpp | 26 +++++++------- 3 files changed, 56 insertions(+), 52 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 536c3aac58..a7225b7624 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -92,43 +92,43 @@ class Image * Load the image file into the given matrix. * * @param fileName Name of the image file. - * @param flipVertical Flip the image vertical upon loading. * @param outputMatrix Matrix to load into. + * @param flipVertical Flip the image vertical upon loading. * @return Boolean value indicating success or failure of load. */ bool Load(const std::string& fileName, - bool flipVertical, - arma::Mat&& outputMatrix); + arma::Mat&& outputMatrix, + bool flipVertical = true); /** * Load the image file into the given matrix. * * @param fileName Name of the image file. - * @param flipVertical Flip the image vertical upon loading. + * @param outputMatrix Matrix to load into. * @param width Width of the image file. * @param height Height of the image file. * @param channels Channels of the image file. - * @param outputMatrix Matrix to load into. + * @param flipVertical Flip the image vertical upon loading. * @return Boolean value indicating success or failure of load. */ bool Load(const std::string& fileName, - bool flipVertical, arma::Mat&& outputMatrix, size_t& width, size_t& height, - size_t& channels); + size_t& channels, + bool flipVertical = true); /** * Load the image file into the given matrix. * * @param files A vector containing names of the image file to be loaded. - * @param flipVertical Flip the image vertical upon loading. * @param outputMatrix Matrix to load into. + * @param flipVertical Flip the image vertical upon loading. * @return Boolean value indicating success or failure of load. */ bool Load(const std::vector& files, - bool flipVertical, - arma::Mat&& outputMatrix); + arma::Mat&& outputMatrix, + bool flipVertical = true); /** * Saves the image file present in the given matrix. @@ -137,17 +137,18 @@ class Image * @param width Width of the image that is being saved. * @param height Width of the image that is being saved. * @param channels Number of channels in the image that is being saved. - * @param flipVertical Flip the image vertical before saving. * @param inputMatrix Matrix to save images from. + * @param flipVertical Flip the image vertical before saving. + * @param quality Compression of the image if saved as jpg (0-100). * @return Boolean value indicating success or failure. */ bool Save(const std::string& fileName, size_t width, size_t height, size_t channels, - bool flipVertical, - arma::Mat&& outputMatrix, - size_t quality = 95); + arma::Mat&& inputMatrix, + bool flipVertical = true, + size_t quality = 90); /** * Saves the image file present in the given matrix. @@ -156,28 +157,30 @@ class Image * @param width Width of the image that is being saved. * @param height Width of the image that is being saved. * @param channels Number of channels in the image that is being saved. - * @param flipVertical Flip the image vertical before saving. * @param inputMatrix Matrix to save images from. + * @param flipVertical Flip the image vertical before saving. + * @param quality Compression of the image if saved as jpg (0-100). * @return Boolean value indicating success or failure. */ bool Save(const std::vector& files, size_t width, size_t height, size_t channels, - bool flipVertical, - arma::Mat&& inputMatrix); + arma::Mat&& inputMatrix, + bool flipVertical = true, + size_t quality = 90); /** * Load the image file into the given matrix. * * @param dirPath Path containing the image files. - * @param flipVertical Flip the image vertical upon loading. * @param outputMatrix Matrix to load into. + * @param flipVertical Flip the image vertical upon loading. * @return Boolean value indicating success or failure of load. */ bool LoadDir(const std::string& dirPath, - bool flipVertical, - arma::Mat&& outputMatrix); + arma::Mat&& outputMatrix, + bool flipVertical = true); /** * Image default destructor. diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 4e53beec4e..a6181f0357 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -71,11 +71,11 @@ bool Image::ImageFormatSupported(const std::string& fileName, bool save) } bool Image::Load(const std::string& fileName, - bool flipVertical, arma::Mat&& outputMatrix, size_t& width, size_t& height, - size_t& channels) + size_t& channels, + bool flipVertical) { unsigned char* image; @@ -136,12 +136,12 @@ bool Image::Load(const std::string& fileName, } bool Image::Load(const std::string& fileName, - bool flipVertical, - arma::Mat&& outputMatrix) + arma::Mat&& outputMatrix, + bool flipVertical) { size_t width, height; - bool status = Load(fileName, flipVertical, std::move(outputMatrix), - width, height, channels); + bool status = Load(fileName, std::move(outputMatrix), + width, height, channels, flipVertical); if (!status) return status; @@ -165,8 +165,8 @@ bool Image::Load(const std::string& fileName, } bool Image::Load(const std::vector& files, - bool flipVertical, - arma::Mat&& outputMatrix) + arma::Mat&& outputMatrix, + bool flipVertical) { if (files.size() == 0) { @@ -177,8 +177,8 @@ bool Image::Load(const std::vector& files, arma::Mat img; size_t width, height; - bool status = Load(files[0], flipVertical, std::move(img), - width, height, channels); + bool status = Load(files[0], std::move(img), width, + height, channels, flipVertical); Log::Info << "Loaded " << files[0] << std::endl; // Decide matrix dimension using the image height and width. @@ -191,8 +191,8 @@ bool Image::Load(const std::vector& files, for (size_t i = 1; i < files.size() ; i++) { status &= Load(files[i], - flipVertical, - std::move(outputMatrix.col(i))); + std::move(outputMatrix.col(i)), + flipVertical); Log::Info << "Loaded " << files[i] << std::endl; } return status; @@ -203,8 +203,8 @@ bool Image::Save(const std::string& fileName, size_t width, size_t height, size_t channels, - bool flipVertical, arma::Mat&& inputMatrix, + bool flipVertical, size_t quality) { if (!ImageFormatSupported(fileName, true)) @@ -260,14 +260,15 @@ bool Image::Save(const std::vector& files, size_t width, size_t height, size_t channels, + arma::Mat&& inputMatrix, bool flipVertical, - arma::Mat&& inputMatrix) + size_t quality) { bool status = true; for (size_t i = 0; i < files.size(); i++) { - if (!Save(files[i], width, height, channels, flipVertical, - std::move(inputMatrix.col(i)))) + if (!Save(files[i], width, height, channels, + std::move(inputMatrix.col(i)), flipVertical, quality)) { std::cout << "Unable to save '" << files[i] << "'." << std::endl; status = false; @@ -277,8 +278,8 @@ bool Image::Save(const std::vector& files, } bool Image::LoadDir(const std::string& dirPath, - bool flipVertical, - arma::Mat&& outputMatrix) + arma::Mat&& outputMatrix, + bool flipVertical) { std::vector files; #ifdef HAS_FILESYSTEM @@ -292,7 +293,7 @@ bool Image::LoadDir(const std::string& dirPath, files.push_back(file); } } - return Load(files, flipVertical, std::move(outputMatrix)); + return Load(files, std::move(outputMatrix), flipVertical); #else std::ostringstream oss; oss << "C++17 filesystem library not available." << std::endl; diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 6c181b68a2..19cdbb1bd3 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -28,8 +28,8 @@ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) { data::Image loader; arma::Mat img; - BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", true, - std::move(img)), std::runtime_error); + BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", + std::move(img), true), std::runtime_error); } /** @@ -41,7 +41,7 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) // Matrix to load contents of file into. arma::Mat img; - BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img)) == true); + BOOST_REQUIRE(loader.Load("test_image.png", std::move(img), true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels BOOST_REQUIRE_EQUAL(img.n_cols, 1); } @@ -57,7 +57,7 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) // Matrix to load contents of dir into. arma::Mat img; - BOOST_REQUIRE(loader.LoadDir(".", true, std::move(img)) == true); + BOOST_REQUIRE(loader.LoadDir(".", std::move(img), true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, 1); } @@ -74,8 +74,8 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) arma::Mat img; size_t height, width, channels; - BOOST_REQUIRE(loader.Load("test_image.png", true, std::move(img), - width, height, channels) == true); + BOOST_REQUIRE(loader.Load("test_image.png", std::move(img), + width, height, channels, true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, 1); BOOST_REQUIRE_EQUAL(width, 50); @@ -95,7 +95,7 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) std::vector files{"test_image.png", "test_image.png", "test_image.png"}; - BOOST_REQUIRE(loader.Load(files, true, std::move(img)) == true); + BOOST_REQUIRE(loader.Load(files, std::move(img), true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); } @@ -106,14 +106,14 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) BOOST_AUTO_TEST_CASE(SaveAndLoadImageTest) { arma::Mat img1; - img1 = arma::randi>(25*3, 1); + img1 = arma::randi>(25 * 3, 1); data::Image loadAndSave; BOOST_REQUIRE(loadAndSave.Save("test.bmp", 5, 5, - 3, true, std::move(img1)) == true); + 3, std::move(img1)) == true); arma::Mat img2; size_t height, width, channels = 3; - BOOST_REQUIRE(loadAndSave.Load("test.bmp", true, std::move(img2), + BOOST_REQUIRE(loadAndSave.Load("test.bmp", std::move(img2), width, height, channels) == true); BOOST_REQUIRE_EQUAL(img1.n_cols, img2.n_cols); @@ -135,19 +135,19 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) std::vector files{"test_image.png", "test_image.png"}; - BOOST_REQUIRE(loadAndSave.Load(files, true, std::move(img)) == true); + BOOST_REQUIRE(loadAndSave.Load(files, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); std::vector sfiles{"saved_image1.png", "saved_image2.png"}; - BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, true, + BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, std::move(img)) == true); // Retrieve the images saved and cross-check the dimensions. img.clear(); - BOOST_REQUIRE(loadAndSave.Load(sfiles, true, std::move(img)) == true); + BOOST_REQUIRE(loadAndSave.Load(sfiles, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, sfiles.size()); } From 36c9ce82188d7fd9bc52a989d62d669c86d6f218 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 27 Jun 2019 11:14:42 +0530 Subject: [PATCH 21/40] Added Simple Reference --- src/mlpack/core/data/image_info.hpp | 84 ++++++++++++++++++++++++ src/mlpack/core/data/image_info_impl.hpp | 78 ++++++++++++++++++++++ src/mlpack/core/data/load_image.hpp | 31 +++------ src/mlpack/core/data/load_image_impl.hpp | 59 +++++------------ src/mlpack/tests/image_load_test.cpp | 20 +++--- 5 files changed, 199 insertions(+), 73 deletions(-) create mode 100644 src/mlpack/core/data/image_info.hpp create mode 100644 src/mlpack/core/data/image_info_impl.hpp diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp new file mode 100644 index 0000000000..6a04a9e003 --- /dev/null +++ b/src/mlpack/core/data/image_info.hpp @@ -0,0 +1,84 @@ +/** + * @file image_info.hpp + * @author Mehul Kumar Nirala + * + * An image information holder. + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ + +#ifndef MLPACK_CORE_DATA_IMAGE_INFO_HPP +#define MLPACK_CORE_DATA_IMAGE_INFO_HPP + +#ifdef HAS_STB // Compile this only if stb is present. + +#include +#include +#include + +#include "extension.hpp" + +namespace mlpack { +namespace data { + +/** + * Checks if the given image filename is supported. + * + * @param filename Name of the image file. + * @return Boolean value indicating success if it is an image. + */ +bool ImageFormatSupported(const std::string& fileName, bool save = false); + +class ImageInfo +{ +public: + /** + * ImageInfo default constructor. + */ + ImageInfo(); + + /** + * Instantiate the ImageInfo object with the image width, height, channels. + * + * @param width Image width. + * @param height Image height. + * @param channels number of channels in the image. + */ + ImageInfo(const size_t width, const size_t height, const size_t channels); + + /** + * ImageInfo default destructor. + */ + ~ImageInfo(); + + // To store the image height. + size_t height; + + // To store the image width; + size_t width; + + // To store the number of channels in the image. + size_t channels; + + // Compression of the image if saved as jpg (0-100). + size_t quality; + + // Image format. + std::string format; + + // Flip the image vertical upon loading/saving. + bool flipVertical; +}; + +} // namespace data +} // namespace mlpack + +// Include implementation of Image. +#include "image_info_impl.hpp" + +#endif // HAS_STB. + +#endif diff --git a/src/mlpack/core/data/image_info_impl.hpp b/src/mlpack/core/data/image_info_impl.hpp new file mode 100644 index 0000000000..9926401fee --- /dev/null +++ b/src/mlpack/core/data/image_info_impl.hpp @@ -0,0 +1,78 @@ +/** + * @file image_info_impl.hpp + * @author Mehul Kumar Nirala + * + * An image information holder implementation. + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ + +#ifndef MLPACK_CORE_DATA_IMAGE_INFO_IMPL_HPP +#define MLPACK_CORE_DATA_IMAGE_INFO_IMPL_HPP + +#ifdef HAS_STB // Compile this only if stb is present. + +// In case it hasn't been included yet. +#include "image_info.hpp" + +namespace mlpack { +namespace data { + +const std::vector loadFileTypes({"jpg", "png", "tga", + "bmp", "psd", "gif", "hdr", "pic", "pnm"}); + +const std::vector saveFileTypes({"jpg", "png", "tga", + "bmp", "hdr"}); + +bool ImageFormatSupported(const std::string& fileName, bool save) +{ + if (save) + { + // Iterate over all supported file types that can be saved. + for (auto extension : saveFileTypes) + if (extension == Extension(fileName)) + return true; + return false; + } + else + { + // Iterate over all supported file types that can be loaded. + for (auto extension : loadFileTypes) + if (extension == Extension(fileName)) + return true; + return false; + } +} + +ImageInfo::ImageInfo(): + width(0), + height(0), + channels(3) +{ + // Do nothing. +} + +ImageInfo::ImageInfo(const size_t width, + const size_t height, + const size_t channels): + width(width), + height(height), + channels(channels) +{ + // Do nothing. +} + +ImageInfo::~ImageInfo() +{ + // Do nothing. +} + +} // namespace data +} // namespace mlpack + +#endif // HAS_STB. + +#endif diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index a7225b7624..8ae8317011 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -2,7 +2,7 @@ * @file load_image.hpp * @author Mehul Kumar Nirala * - * An image loading utillity + * An image loading utility * * mlpack is free software; you may redistribute it and/or modify it under the * terms of the 3-clause BSD license. You should have received a copy of the @@ -26,8 +26,6 @@ namespace fs = std::filesystem; #endif -#include "extension.hpp" - #ifndef STB_IMAGE_IMPLEMENTATION #define STB_IMAGE_IMPLEMENTATION #include @@ -38,6 +36,8 @@ namespace fs = std::filesystem; #include #endif +#include "image_info.hpp" + namespace mlpack { namespace data { @@ -80,14 +80,6 @@ class Image */ Image(const size_t width, const size_t height, const size_t channels); - /** - * Checks if the given image filename is supported. - * - * @param filename Name of the image file. - * @return Boolean value indicating success if it is an image. - */ - bool ImageFormatSupported(const std::string& fileName, bool save = false); - /** * Load the image file into the given matrix. * @@ -97,7 +89,7 @@ class Image * @return Boolean value indicating success or failure of load. */ bool Load(const std::string& fileName, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, bool flipVertical = true); /** @@ -112,7 +104,7 @@ class Image * @return Boolean value indicating success or failure of load. */ bool Load(const std::string& fileName, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, size_t& width, size_t& height, size_t& channels, @@ -127,7 +119,7 @@ class Image * @return Boolean value indicating success or failure of load. */ bool Load(const std::vector& files, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, bool flipVertical = true); /** @@ -146,7 +138,7 @@ class Image size_t width, size_t height, size_t channels, - arma::Mat&& inputMatrix, + arma::Mat& inputMatrix, bool flipVertical = true, size_t quality = 90); @@ -166,7 +158,7 @@ class Image size_t width, size_t height, size_t channels, - arma::Mat&& inputMatrix, + arma::Mat& inputMatrix, bool flipVertical = true, size_t quality = 90); @@ -179,7 +171,7 @@ class Image * @return Boolean value indicating success or failure of load. */ bool LoadDir(const std::string& dirPath, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, bool flipVertical = true); /** @@ -188,11 +180,6 @@ class Image ~Image(); private: - // To store supported image types that can be loaded. - static const std::vector loadFileTypes; - - // To store supported image types that can be saved. - static const std::vector saveFileTypes; // To store maxWidth. size_t maxWidth; diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index a6181f0357..ee6254990a 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -2,7 +2,7 @@ * @file load_image_impl.hpp * @author Mehul Kumar Nirala * - * An image loading utillity + * An image loading utility implementation. * * mlpack is free software; you may redistribute it and/or modify it under the * terms of the 3-clause BSD license. You should have received a copy of the @@ -21,12 +21,6 @@ namespace mlpack { namespace data { -const std::vector Image::loadFileTypes({"jpg", "png", "tga", - "bmp", "psd", "gif", "hdr", "pic", "pnm"}); - -const std::vector Image::saveFileTypes({"jpg", "png", "tga", - "bmp", "hdr"}); - Image::Image(): maxWidth(0), maxHeight(0), @@ -50,28 +44,8 @@ Image::~Image() // Do nothing. } -bool Image::ImageFormatSupported(const std::string& fileName, bool save) -{ - if (save) - { - // Iterate over all supported file types that can be saved. - for (auto extension : saveFileTypes) - if (extension == Extension(fileName)) - return true; - return false; - } - else - { - // Iterate over all supported file types that can be loaded. - for (auto extension : loadFileTypes) - if (extension == Extension(fileName)) - return true; - return false; - } -} - bool Image::Load(const std::string& fileName, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, size_t& width, size_t& height, size_t& channels, @@ -136,11 +110,11 @@ bool Image::Load(const std::string& fileName, } bool Image::Load(const std::string& fileName, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, bool flipVertical) { size_t width, height; - bool status = Load(fileName, std::move(outputMatrix), + bool status = Load(fileName, outputMatrix, width, height, channels, flipVertical); if (!status) return status; @@ -165,7 +139,7 @@ bool Image::Load(const std::string& fileName, } bool Image::Load(const std::vector& files, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, bool flipVertical) { if (files.size() == 0) @@ -177,7 +151,7 @@ bool Image::Load(const std::vector& files, arma::Mat img; size_t width, height; - bool status = Load(files[0], std::move(img), width, + bool status = Load(files[0], img, width, height, channels, flipVertical); Log::Info << "Loaded " << files[0] << std::endl; @@ -185,25 +159,26 @@ bool Image::Load(const std::vector& files, maxWidth = std::max(maxWidth, width); maxHeight = std::max(maxHeight, height); - outputMatrix.set_size(maxWidth*maxHeight*channels, files.size()); + outputMatrix.set_size(maxWidth * maxHeight * channels, files.size()); outputMatrix.col(0) = img; for (size_t i = 1; i < files.size() ; i++) { + arma::Mat colImg(outputMatrix.colptr(i), outputMatrix.n_rows, + 1, false, true); status &= Load(files[i], - std::move(outputMatrix.col(i)), + colImg, flipVertical); Log::Info << "Loaded " << files[i] << std::endl; } return status; } - bool Image::Save(const std::string& fileName, size_t width, size_t height, size_t channels, - arma::Mat&& inputMatrix, + arma::Mat& inputMatrix, bool flipVertical, size_t quality) { @@ -231,7 +206,7 @@ bool Image::Save(const std::string& fileName, if ("png" == Extension(fileName)) { status = stbi_write_png(fileName.c_str(), tempWidth, tempHeight, - tempChannels, image, width*channels); + tempChannels, image, width * channels); } else if ("bmp" == Extension(fileName)) { @@ -260,15 +235,17 @@ bool Image::Save(const std::vector& files, size_t width, size_t height, size_t channels, - arma::Mat&& inputMatrix, + arma::Mat& inputMatrix, bool flipVertical, size_t quality) { bool status = true; for (size_t i = 0; i < files.size(); i++) { + arma::Mat colImg(inputMatrix.colptr(i), inputMatrix.n_rows, + 1, false, true); if (!Save(files[i], width, height, channels, - std::move(inputMatrix.col(i)), flipVertical, quality)) + colImg, flipVertical, quality)) { std::cout << "Unable to save '" << files[i] << "'." << std::endl; status = false; @@ -278,7 +255,7 @@ bool Image::Save(const std::vector& files, } bool Image::LoadDir(const std::string& dirPath, - arma::Mat&& outputMatrix, + arma::Mat& outputMatrix, bool flipVertical) { std::vector files; @@ -293,7 +270,7 @@ bool Image::LoadDir(const std::string& dirPath, files.push_back(file); } } - return Load(files, std::move(outputMatrix), flipVertical); + return Load(files, outputMatrix, flipVertical); #else std::ostringstream oss; oss << "C++17 filesystem library not available." << std::endl; diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 19cdbb1bd3..678bbee0fe 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -29,7 +29,7 @@ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) data::Image loader; arma::Mat img; BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", - std::move(img), true), std::runtime_error); + img, true), std::runtime_error); } /** @@ -41,7 +41,7 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) // Matrix to load contents of file into. arma::Mat img; - BOOST_REQUIRE(loader.Load("test_image.png", std::move(img), true) == true); + BOOST_REQUIRE(loader.Load("test_image.png", img, true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels BOOST_REQUIRE_EQUAL(img.n_cols, 1); } @@ -57,7 +57,7 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) // Matrix to load contents of dir into. arma::Mat img; - BOOST_REQUIRE(loader.LoadDir(".", std::move(img), true) == true); + BOOST_REQUIRE(loader.LoadDir(".", img, true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, 1); } @@ -74,7 +74,7 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) arma::Mat img; size_t height, width, channels; - BOOST_REQUIRE(loader.Load("test_image.png", std::move(img), + BOOST_REQUIRE(loader.Load("test_image.png", img, width, height, channels, true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, 1); @@ -95,7 +95,7 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) std::vector files{"test_image.png", "test_image.png", "test_image.png"}; - BOOST_REQUIRE(loader.Load(files, std::move(img), true) == true); + BOOST_REQUIRE(loader.Load(files, img, true) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); } @@ -109,11 +109,11 @@ BOOST_AUTO_TEST_CASE(SaveAndLoadImageTest) img1 = arma::randi>(25 * 3, 1); data::Image loadAndSave; BOOST_REQUIRE(loadAndSave.Save("test.bmp", 5, 5, - 3, std::move(img1)) == true); + 3, img1) == true); arma::Mat img2; size_t height, width, channels = 3; - BOOST_REQUIRE(loadAndSave.Load("test.bmp", std::move(img2), + BOOST_REQUIRE(loadAndSave.Load("test.bmp", img2, width, height, channels) == true); BOOST_REQUIRE_EQUAL(img1.n_cols, img2.n_cols); @@ -135,7 +135,7 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) std::vector files{"test_image.png", "test_image.png"}; - BOOST_REQUIRE(loadAndSave.Load(files, std::move(img)) == true); + BOOST_REQUIRE(loadAndSave.Load(files, img) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); @@ -143,11 +143,11 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) "saved_image2.png"}; BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, - std::move(img)) == true); + img) == true); // Retrieve the images saved and cross-check the dimensions. img.clear(); - BOOST_REQUIRE(loadAndSave.Load(sfiles, std::move(img)) == true); + BOOST_REQUIRE(loadAndSave.Load(sfiles, img) == true); BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_cols, sfiles.size()); } From 39af2a42dbf402a21d1382ae112812e29da10116 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 27 Jun 2019 12:32:01 +0530 Subject: [PATCH 22/40] Added Image loading/saving API --- src/mlpack/core/data/load_image.hpp | 46 ++++++++-- src/mlpack/core/data/load_image_impl.hpp | 105 +++++++++++++++++++++-- src/mlpack/tests/image_load_test.cpp | 75 ++++++++-------- 3 files changed, 177 insertions(+), 49 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 8ae8317011..ec3c3afb6c 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -115,30 +115,36 @@ class Image * * @param files A vector containing names of the image file to be loaded. * @param outputMatrix Matrix to load into. + * @param width Width of the image file. + * @param height Height of the image file. + * @param channels Channels of the image file. * @param flipVertical Flip the image vertical upon loading. * @return Boolean value indicating success or failure of load. */ bool Load(const std::vector& files, - arma::Mat& outputMatrix, - bool flipVertical = true); + arma::Mat& outputMatrix, + size_t& width, + size_t& height, + size_t& channels, + bool flipVertical = true); /** * Saves the image file present in the given matrix. * * @param fileName Name of the image file. + * @param inputMatrix Matrix to save images from. * @param width Width of the image that is being saved. * @param height Width of the image that is being saved. * @param channels Number of channels in the image that is being saved. - * @param inputMatrix Matrix to save images from. * @param flipVertical Flip the image vertical before saving. * @param quality Compression of the image if saved as jpg (0-100). * @return Boolean value indicating success or failure. */ bool Save(const std::string& fileName, + arma::Mat& inputMatrix, size_t width, size_t height, size_t channels, - arma::Mat& inputMatrix, bool flipVertical = true, size_t quality = 90); @@ -146,19 +152,19 @@ class Image * Saves the image file present in the given matrix. * * @param files A vector containing names of the image file to be saved. + * @param inputMatrix Matrix to save images from. * @param width Width of the image that is being saved. * @param height Width of the image that is being saved. * @param channels Number of channels in the image that is being saved. - * @param inputMatrix Matrix to save images from. * @param flipVertical Flip the image vertical before saving. * @param quality Compression of the image if saved as jpg (0-100). * @return Boolean value indicating success or failure. */ bool Save(const std::vector& files, + arma::Mat& inputMatrix, size_t width, size_t height, size_t channels, - arma::Mat& inputMatrix, bool flipVertical = true, size_t quality = 90); @@ -191,6 +197,34 @@ class Image size_t channels; }; +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true); + +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true); + +template +bool Save(const std::string& filename, + const arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + bool transpose = true); + +template +bool Save(const std::vector& files, + const arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + bool transpose = true); + } // namespace data } // namespace mlpack diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index ee6254990a..150cd334fc 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -140,6 +140,9 @@ bool Image::Load(const std::string& fileName, bool Image::Load(const std::vector& files, arma::Mat& outputMatrix, + size_t& width, + size_t& height, + size_t& channels, bool flipVertical) { if (files.size() == 0) @@ -150,7 +153,7 @@ bool Image::Load(const std::vector& files, } arma::Mat img; - size_t width, height; + bool status = Load(files[0], img, width, height, channels, flipVertical); Log::Info << "Loaded " << files[0] << std::endl; @@ -175,10 +178,10 @@ bool Image::Load(const std::vector& files, } bool Image::Save(const std::string& fileName, + arma::Mat& inputMatrix, size_t width, size_t height, size_t channels, - arma::Mat& inputMatrix, bool flipVertical, size_t quality) { @@ -232,10 +235,10 @@ bool Image::Save(const std::string& fileName, } bool Image::Save(const std::vector& files, + arma::Mat& inputMatrix, size_t width, size_t height, size_t channels, - arma::Mat& inputMatrix, bool flipVertical, size_t quality) { @@ -244,8 +247,8 @@ bool Image::Save(const std::vector& files, { arma::Mat colImg(inputMatrix.colptr(i), inputMatrix.n_rows, 1, false, true); - if (!Save(files[i], width, height, channels, - colImg, flipVertical, quality)) + if (!Save(files[i], colImg, width, height, channels, + flipVertical, quality)) { std::cout << "Unable to save '" << files[i] << "'." << std::endl; status = false; @@ -280,6 +283,98 @@ bool Image::LoadDir(const std::string& dirPath, #endif } +// Image loading API. +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + return Load({filename}, matrix, info, fatal, transpose); +} + +// Image loading API for multiple files. +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + Timer::Start("loading_image"); + + try + { + Image loader; + bool status = Load(files, matrix, info.width, info.height, info.channels, + info.flipVertical); + + // We transpose by default. So, un-transpose if necessary. + if (!transpose) + inplace_transpose(matrix); + } + catch (std::exception& e) + { + Timer::Stop("loading_image"); + if (fatal) + Log::Fatal << e.what() << std::endl; + else + Log::Warn << e.what() << std::endl; + + return false; + } + + Timer::Start("loading_image"); + return true; +} + +// Image saving API. +template +bool Save(const std::string& filename, + const arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + bool transpose = true) +{ + return Save({filename}, matrix, info, fatal, transpose); +} + +// Image saving API for multiple files. +template +bool Save(const std::vector& files, + const arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + bool transpose) +{ + Timer::Start("saving_image"); + + // We transpose by default. So, un-transpose if necessary. + if (!transpose) + inplace_transpose(matrix); + + try + { + Image saver; + bool status = Save(files, matrix, info.width, info.height, info.channels, + info.flipVertical, info.quality); + } + catch (std::exception& e) + { + Timer::Stop("saving_image"); + if (fatal) + Log::Fatal << e.what() << std::endl; + else + Log::Warn << e.what() << std::endl; + + return false; + } + + Timer::Start("saving_image"); + return true; +} + } // namespace data } // namespace mlpack diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 678bbee0fe..8acf129ec1 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -27,9 +27,9 @@ BOOST_AUTO_TEST_SUITE(ImageLoadTest); BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) { data::Image loader; - arma::Mat img; + arma::Mat im; BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", - img, true), std::runtime_error); + im, true), std::runtime_error); } /** @@ -40,10 +40,10 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) data::Image loader; // Matrix to load contents of file into. - arma::Mat img; - BOOST_REQUIRE(loader.Load("test_image.png", img, true) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels - BOOST_REQUIRE_EQUAL(img.n_cols, 1); + arma::Mat im; + BOOST_REQUIRE(loader.Load("test_image.png", im, true) == true); + BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels + BOOST_REQUIRE_EQUAL(im.n_cols, 1); } #if defined(__cplusplus) && __cplusplus >= 201703L && defined(__has_include) @@ -56,10 +56,10 @@ BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) data::Image loader; // Matrix to load contents of dir into. - arma::Mat img; - BOOST_REQUIRE(loader.LoadDir(".", img, true) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, 1); + arma::Mat im; + BOOST_REQUIRE(loader.LoadDir(".", im, true) == true); + BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(im.n_cols, 1); } #endif @@ -71,13 +71,13 @@ BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) data::Image loader; // Matrix to load the image. - arma::Mat img; + arma::Mat im; size_t height, width, channels; - BOOST_REQUIRE(loader.Load("test_image.png", img, + BOOST_REQUIRE(loader.Load("test_image.png", im, width, height, channels, true) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, 1); + BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(im.n_cols, 1); BOOST_REQUIRE_EQUAL(width, 50); BOOST_REQUIRE_EQUAL(height, 50); BOOST_REQUIRE_EQUAL(channels, 3); @@ -91,13 +91,14 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) data::Image loader; // Matrix to load contents of dir into. - arma::Mat img; + arma::Mat im; std::vector files{"test_image.png", "test_image.png", "test_image.png"}; - BOOST_REQUIRE(loader.Load(files, img, true) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); + size_t height, width, channels = 3; + BOOST_REQUIRE(loader.Load(files, im, height, width, channels, true) == true); + BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(im.n_cols, files.size()); } /** @@ -105,22 +106,21 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) */ BOOST_AUTO_TEST_CASE(SaveAndLoadImageTest) { - arma::Mat img1; - img1 = arma::randi>(25 * 3, 1); + arma::Mat im1; + im1 = arma::randi>(25 * 3, 1); data::Image loadAndSave; - BOOST_REQUIRE(loadAndSave.Save("test.bmp", 5, 5, - 3, img1) == true); + BOOST_REQUIRE(loadAndSave.Save("test.bmp", im1, 5, 5, 3) == true); - arma::Mat img2; + arma::Mat im2; size_t height, width, channels = 3; - BOOST_REQUIRE(loadAndSave.Load("test.bmp", img2, + BOOST_REQUIRE(loadAndSave.Load("test.bmp", im2, width, height, channels) == true); - BOOST_REQUIRE_EQUAL(img1.n_cols, img2.n_cols); - BOOST_REQUIRE_EQUAL(img1.n_rows, img2.n_rows); + BOOST_REQUIRE_EQUAL(im1.n_cols, im2.n_cols); + BOOST_REQUIRE_EQUAL(im1.n_rows, im2.n_rows); - for (size_t i = 0; i < img1.n_elem; ++i) - BOOST_REQUIRE_EQUAL(img1[i], img2[i]); + for (size_t i = 0; i < im1.n_elem; ++i) + BOOST_REQUIRE_EQUAL(im1[i], im2[i]); } /** @@ -130,26 +130,25 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) { data::Image loadAndSave; - arma::Mat img; + arma::Mat im; size_t height, width, channels; std::vector files{"test_image.png", "test_image.png"}; - BOOST_REQUIRE(loadAndSave.Load(files, img) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, files.size()); + BOOST_REQUIRE(loadAndSave.Load(files, im, height, width, channels) == true); + BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(im.n_cols, files.size()); std::vector sfiles{"saved_image1.png", "saved_image2.png"}; - BOOST_REQUIRE(loadAndSave.Save(sfiles, 50, 50, 3, - img) == true); + BOOST_REQUIRE(loadAndSave.Save(sfiles, im, 50, 50, 3) == true); // Retrieve the images saved and cross-check the dimensions. - img.clear(); - BOOST_REQUIRE(loadAndSave.Load(sfiles, img) == true); - BOOST_REQUIRE_EQUAL(img.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(img.n_cols, sfiles.size()); + im.clear(); + BOOST_REQUIRE(loadAndSave.Load(sfiles, im, height, width, channels) == true); + BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(im.n_cols, sfiles.size()); } BOOST_AUTO_TEST_SUITE_END(); From c9e1662d043d518db41b62210e1990dde6419abd Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 27 Jun 2019 13:50:42 +0530 Subject: [PATCH 23/40] Added load test --- src/mlpack/core/data/load_image.hpp | 4 +-- src/mlpack/core/data/load_image_impl.hpp | 31 ++++++++++--------- src/mlpack/tests/image_load_test.cpp | 39 ++++++++++++++++++++++++ 3 files changed, 58 insertions(+), 16 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index ec3c3afb6c..c2e588495d 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -215,14 +215,14 @@ template bool Save(const std::string& filename, const arma::Mat& matrix, ImageInfo& info, - const bool fatal, + const bool fatal = false, bool transpose = true); template bool Save(const std::vector& files, const arma::Mat& matrix, ImageInfo& info, - const bool fatal, + const bool fatal = false, bool transpose = true); } // namespace data diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 150cd334fc..03b5a0b246 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -288,10 +288,11 @@ template bool Load(const std::string& filename, arma::Mat& matrix, ImageInfo& info, - const bool fatal = false, - const bool transpose = true) + const bool fatal, + const bool transpose) { - return Load({filename}, matrix, info, fatal, transpose); + std::vector files{filename}; + return Load(files, matrix, info, fatal, transpose); } // Image loading API for multiple files. @@ -303,16 +304,16 @@ bool Load(const std::vector& files, const bool transpose) { Timer::Start("loading_image"); - + bool status; try { Image loader; - bool status = Load(files, matrix, info.width, info.height, info.channels, - info.flipVertical); + status = loader.Load(files, matrix, info.width, info.height, + info.channels, info.flipVertical); // We transpose by default. So, un-transpose if necessary. if (!transpose) - inplace_transpose(matrix); + matrix = arma::trans(matrix); } catch (std::exception& e) { @@ -326,7 +327,7 @@ bool Load(const std::vector& files, } Timer::Start("loading_image"); - return true; + return status; } // Image saving API. @@ -335,9 +336,10 @@ bool Save(const std::string& filename, const arma::Mat& matrix, ImageInfo& info, const bool fatal, - bool transpose = true) + bool transpose) { - return Save({filename}, matrix, info, fatal, transpose); + std::vector files{filename}; + return Save(files, matrix, info, fatal, transpose); } // Image saving API for multiple files. @@ -349,16 +351,17 @@ bool Save(const std::vector& files, bool transpose) { Timer::Start("saving_image"); + bool status; // We transpose by default. So, un-transpose if necessary. if (!transpose) - inplace_transpose(matrix); + matrix = arma::trans(matrix); try { Image saver; - bool status = Save(files, matrix, info.width, info.height, info.channels, - info.flipVertical, info.quality); + status = saver.Save(files, matrix, info.width, info.height, + info.channels, info.flipVertical, info.quality); } catch (std::exception& e) { @@ -372,7 +375,7 @@ bool Save(const std::vector& files, } Timer::Start("saving_image"); - return true; + return status; } } // namespace data diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 8acf129ec1..bc117aaf4c 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -151,6 +151,45 @@ BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) BOOST_REQUIRE_EQUAL(im.n_cols, sfiles.size()); } +/** + * Test the images is loaded correctly into the matrix using the API. + */ +BOOST_AUTO_TEST_CASE(LoadImageAPITest) +{ + arma::Mat matrix; + data::ImageInfo info; + BOOST_REQUIRE(data::Load("test_image.png", matrix, info, false) == true); + BOOST_REQUIRE_EQUAL(matrix.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(matrix.n_cols, 1); +} + +// /** +// * Test if the image is saved correctly using API. +// */ +// BOOST_AUTO_TEST_CASE(SaveImageAPITest) +// { +// arma::Mat matrix; + +// data::ImageInfo info; +// info.width = info.height = 50; +// info.channels = 3; +// info.quality = 90; + +// arma::Mat im1; +// im1 = arma::randi>(25 * 3, 1); +// BOOST_REQUIRE(data::Save("APITest.bmp", im1, info, false) == true); + +// arma::Mat im2; +// BOOST_REQUIRE(data::Load("APITest.bmp", im2, info, false) == true); + +// BOOST_REQUIRE_EQUAL(im1.n_cols, im2.n_cols); +// BOOST_REQUIRE_EQUAL(im1.n_rows, im2.n_rows); + +// for (size_t i = 0; i < im1.n_elem; ++i) +// BOOST_REQUIRE_EQUAL(im1[i], im2[i]); + +// } + BOOST_AUTO_TEST_SUITE_END(); #endif // HAS_STB. From b067f494fe6dddc98c7a383bde08b0ac396efa53 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 27 Jun 2019 14:22:58 +0530 Subject: [PATCH 24/40] Added save test --- src/mlpack/core/data/load_image.hpp | 8 ++--- src/mlpack/core/data/load_image_impl.hpp | 8 ++--- src/mlpack/tests/image_load_test.cpp | 43 ++++++++++++------------ 3 files changed, 29 insertions(+), 30 deletions(-) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index c2e588495d..2d97263778 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -213,17 +213,17 @@ bool Load(const std::vector& files, template bool Save(const std::string& filename, - const arma::Mat& matrix, + arma::Mat& matrix, ImageInfo& info, const bool fatal = false, - bool transpose = true); + const bool transpose = true); template bool Save(const std::vector& files, - const arma::Mat& matrix, + arma::Mat& matrix, ImageInfo& info, const bool fatal = false, - bool transpose = true); + const bool transpose = true); } // namespace data } // namespace mlpack diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 03b5a0b246..d2d56faf43 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -333,10 +333,10 @@ bool Load(const std::vector& files, // Image saving API. template bool Save(const std::string& filename, - const arma::Mat& matrix, + arma::Mat& matrix, ImageInfo& info, const bool fatal, - bool transpose) + const bool transpose) { std::vector files{filename}; return Save(files, matrix, info, fatal, transpose); @@ -345,10 +345,10 @@ bool Save(const std::string& filename, // Image saving API for multiple files. template bool Save(const std::vector& files, - const arma::Mat& matrix, + arma::Mat& matrix, ImageInfo& info, const bool fatal, - bool transpose) + const bool transpose) { Timer::Start("saving_image"); bool status; diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index bc117aaf4c..b5bebb61c6 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -159,36 +159,35 @@ BOOST_AUTO_TEST_CASE(LoadImageAPITest) arma::Mat matrix; data::ImageInfo info; BOOST_REQUIRE(data::Load("test_image.png", matrix, info, false) == true); - BOOST_REQUIRE_EQUAL(matrix.n_rows, 50 * 50 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(matrix.n_rows, 50 * 50 * 3);// width * height * channels. BOOST_REQUIRE_EQUAL(matrix.n_cols, 1); } -// /** -// * Test if the image is saved correctly using API. -// */ -// BOOST_AUTO_TEST_CASE(SaveImageAPITest) -// { -// arma::Mat matrix; +/** + * Test if the image is saved correctly using API. + */ +BOOST_AUTO_TEST_CASE(SaveImageAPITest) +{ + arma::Mat matrix; -// data::ImageInfo info; -// info.width = info.height = 50; -// info.channels = 3; -// info.quality = 90; + data::ImageInfo info; + info.width = info.height = 5; + info.channels = 3; + info.quality = 90; -// arma::Mat im1; -// im1 = arma::randi>(25 * 3, 1); -// BOOST_REQUIRE(data::Save("APITest.bmp", im1, info, false) == true); + arma::Mat im1; + im1 = arma::randi>(5 * 5 * 3, 1); + BOOST_REQUIRE(data::Save("APITest.bmp", im1, info, false) == true); -// arma::Mat im2; -// BOOST_REQUIRE(data::Load("APITest.bmp", im2, info, false) == true); + arma::Mat im2; + BOOST_REQUIRE(data::Load("APITest.bmp", im2, info, false) == true); -// BOOST_REQUIRE_EQUAL(im1.n_cols, im2.n_cols); -// BOOST_REQUIRE_EQUAL(im1.n_rows, im2.n_rows); + BOOST_REQUIRE_EQUAL(im1.n_cols, im2.n_cols); + BOOST_REQUIRE_EQUAL(im1.n_rows, im2.n_rows); -// for (size_t i = 0; i < im1.n_elem; ++i) -// BOOST_REQUIRE_EQUAL(im1[i], im2[i]); - -// } + for (size_t i = 0; i < im1.n_elem; ++i) + BOOST_REQUIRE_EQUAL(im1[i], im2[i]); +} BOOST_AUTO_TEST_SUITE_END(); From 96777f4a0401b49c6bd8ffce5b0c1b8790501c1d Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 1 Jul 2019 20:19:43 +0530 Subject: [PATCH 25/40] Style checks --- src/mlpack/core/data/image_info.hpp | 2 +- src/mlpack/core/data/load_image.hpp | 1 - src/mlpack/core/data/load_image_impl.hpp | 4 ++-- src/mlpack/tests/image_load_test.cpp | 2 +- 4 files changed, 4 insertions(+), 5 deletions(-) diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index 6a04a9e003..febd937e4e 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -34,7 +34,7 @@ bool ImageFormatSupported(const std::string& fileName, bool save = false); class ImageInfo { -public: + public: /** * ImageInfo default constructor. */ diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 2d97263778..bba0edb585 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -186,7 +186,6 @@ class Image ~Image(); private: - // To store maxWidth. size_t maxWidth; diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index d2d56faf43..f7bb4bf6fd 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -325,7 +325,7 @@ bool Load(const std::vector& files, return false; } - + Timer::Start("loading_image"); return status; } @@ -373,7 +373,7 @@ bool Save(const std::vector& files, return false; } - + Timer::Start("saving_image"); return status; } diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index b5bebb61c6..2a8e1a97d8 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -159,7 +159,7 @@ BOOST_AUTO_TEST_CASE(LoadImageAPITest) arma::Mat matrix; data::ImageInfo info; BOOST_REQUIRE(data::Load("test_image.png", matrix, info, false) == true); - BOOST_REQUIRE_EQUAL(matrix.n_rows, 50 * 50 * 3);// width * height * channels. + BOOST_REQUIRE_EQUAL(matrix.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(matrix.n_cols, 1); } From 900389ee61a98cd8343d9a0fbdeb16a92583f4d2 Mon Sep 17 00:00:00 2001 From: Mehul Nirala Date: Wed, 3 Jul 2019 13:01:52 +0100 Subject: [PATCH 26/40] Revised tutorials --- doc/tutorials/image/image.txt | 164 ++++++++++++++--------- src/mlpack/core/data/image_info_impl.hpp | 10 +- 2 files changed, 109 insertions(+), 65 deletions(-) diff --git a/doc/tutorials/image/image.txt b/doc/tutorials/image/image.txt index 52391c58e3..256f7a987a 100644 --- a/doc/tutorials/image/image.txt +++ b/doc/tutorials/image/image.txt @@ -18,6 +18,7 @@ This tutorial is split into the following sections: - \ref intro_imagetut - \ref toc_imagetut - \ref model_api_imagetut + - \ref imageinfo_api_imagetut - \ref load_api_imagetut - \ref save_api_imagetut @@ -29,6 +30,25 @@ It supports filetypes "jpg", "png", "tga","bmp", "psd", "gif", "hdr", "pic", "pn The datatype associated is unsigned char to support RGB values in the range 1-255. To feed data into the network typecast of `arma::Mat` may be required. Images are stored in matrix as (width * height * channels, n_images). Therefore imageMatrix.col(0) would be first image if images are loaded in imageMatrix. +@section imageinfo_api_imagetut ImageInfo + +ImageInfo class contains the metadata of the images. +@code + /** + * Instantiate the ImageInfo object with the image width, height, channels. + * + * @param width Image width. + * @param height Image height. + * @param channels number of channels in the image. + */ + ImageInfo(const size_t width, + const size_t height, + const size_t channels); +@endcode +Other public memebers include: + - flipVertical Flip the image vertical upon loading. + - quality Compression of the image if saved as jpg (0-100). + @section load_api_imagetut Load Image can be loaded standalone or from a directory. @@ -38,45 +58,64 @@ Standalone loading of images. /** * Load the image file into the given matrix. * - * @param fileName Name of the image file. - * @param flipVertical Flip the image vertical upon loading. - * @param width Width of the image file. - * @param height Height of the image file. - * @param channels Channels of the image file. - * @param outputMatrix Matrix to load into. + * @param filename Name of the image file. + * @param matrix Matrix to load the image into. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. * @return Boolean value indicating success or failure of load. */ - bool Load(const std::string& fileName, - bool flipVertical, - arma::Mat&& outputMatrix, - size_t& width, - size_t& height, - size_t& channels); + template + bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose); @endcode +Loading a test image. It also fills up the ImageInfo class object. @code -#include -data::Image loader; -// Matrix to load contents of file into. -arma::Mat img; -loader.Load("test_image.png", true, std::move(img)); +data::ImageInfo info; +data::Load("test_image.png", matrix, info, false); @endcode -If the size of image is known beforehand, it can be passed into the constructor to set the size of outputMatrix(the matrix into which the image is loaded). +If the size of image is known beforehand, it can be passed into the constructor of ImageInfo to set the size of outputMatrix(the matrix into which the image is loaded). @code size_t height = 64, width = 64, channels = 1; -data::Image loader(width, height, channels); +data::ImageInfo info(width, height, channels); @endcode -If the size of image is not known beforehand it can be retrieved when loading the image as: +More than one image can be loaded into the same matrix. + +Loading multiple images: + @code -size_t height, width, channels; -// values of height, width, channels are stored upon loading. -loader.Load("test_image.png", true, std::move(img), - width, height, channels); + /** + * Load the image file into the given matrix. + * + * @param files A vector consisting of filenames. + * @param matrix Matrix to save the image from. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. + */ + template + bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose); @endcode +@code + data::ImageInfo info; + std::vector> files{"test_image1.bmp","test_image2.bmp"}; + data::load(files, matrix, info, false, true); +@endcode + + Loading images from a directory is possible if C++ version >= 17. @code @@ -97,7 +136,7 @@ Loading images from a directory is possible if C++ version >= 17. data::Image loader; // Matrix to load contents of dir into. arma::Mat img; -loader.LoadDir("images/", true, std::move(img)); +loader.LoadDir("images/", true, img); @endcode @section save_api_imagetut Save @@ -109,29 +148,29 @@ Saving one image: @code /** - * Saves the image file present in the given matrix. + * Save the image file from the given matrix. * - * @param fileName Name of the image file. - * @param width Width of the image that is being saved. - * @param height Width of the image that is being saved. - * @param channels Number of channels in the image that is being saved. - * @param flipVertical Flip the image vertical before saving. - * @param inputMatrix Matrix to save images from. - * @return Boolean value indicating success or failure. + * @param filename Name of the image file. + * @param matrix Matrix to save the image from. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. */ - bool Save(const std::string& fileName, - size_t width, - size_t height, - size_t channels, - bool flipVertical, - arma::Mat&& outputMatrix); + template + bool Save(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose); @endcode @code -data::Image saver; -arma::Mat img; /* contains image/(s) */ -saver.Load("saved_image.png", true, std::move(img), - width, height, channels); + data::ImageInfo info; + info.width = info.height = 25; + info.channels = 3; + info.quality = 90; + data::Save("test_image.bmp", matrix, info, false, true); @endcode If the matrix contains more than one image, only the first one is saved. @@ -140,33 +179,32 @@ Saving multiple images: @code /** - * Saves the image file present in the given matrix. + * Save the image file from the given matrix. * - * @param files A vector containing names of the image file to be saved. - * @param width Width of the image that is being saved. - * @param height Width of the image that is being saved. - * @param channels Number of channels in the image that is being saved. - * @param flipVertical Flip the image vertical before saving. - * @param inputMatrix Matrix to save images from. - * @return Boolean value indicating success or failure. + * @param files A vector consisting of filenames. + * @param matrix Matrix to save the image from. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. */ - bool Save(const std::vector& files, - size_t width, - size_t height, - size_t channels, - bool flipVertical, - arma::Mat&& inputMatrix); + template + bool Save(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose); @endcode @code -data::Image saver; -arma::Mat img; /* contains image/(s) */ -saver.Load({"saved_image1.png", "saved_image2.png", "saved_image2.png"}, - true, std::move(img), - width, height, channels); + data::ImageInfo info; + info.width = info.height = 25; + info.channels = 3; + info.quality = 90; + std::vector> files{"test_image1.bmp", "test_image2.bmp"}; + data::Save(files, matrix, info, false, true); @endcode Multiple images are saved according to the vector of file name specified. */ - diff --git a/src/mlpack/core/data/image_info_impl.hpp b/src/mlpack/core/data/image_info_impl.hpp index 9926401fee..370683baf5 100644 --- a/src/mlpack/core/data/image_info_impl.hpp +++ b/src/mlpack/core/data/image_info_impl.hpp @@ -50,7 +50,10 @@ bool ImageFormatSupported(const std::string& fileName, bool save) ImageInfo::ImageInfo(): width(0), height(0), - channels(3) + channels(3), + quality(90), + format(""), + flipVertical(true) { // Do nothing. } @@ -60,7 +63,10 @@ ImageInfo::ImageInfo(const size_t width, const size_t channels): width(width), height(height), - channels(channels) + channels(channels), + quality(90), + format(""), + flipVertical(true) { // Do nothing. } From b5ae735574196ace2a2d2f9d7270ac5b41ee7cc0 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 9 Jul 2019 14:36:34 +0530 Subject: [PATCH 27/40] Added Image loading/saving API to data::Load, data::Save --- src/mlpack/core/data/CMakeLists.txt | 2 - src/mlpack/core/data/image_info.hpp | 52 ++- src/mlpack/core/data/image_info_impl.hpp | 49 ++- src/mlpack/core/data/load.hpp | 20 ++ src/mlpack/core/data/load_image.hpp | 235 -------------- src/mlpack/core/data/load_image_impl.hpp | 386 ----------------------- src/mlpack/core/data/load_impl.hpp | 99 ++++++ src/mlpack/core/data/save.hpp | 17 + src/mlpack/core/data/save_impl.hpp | 121 +++++++ src/mlpack/tests/image_load_test.cpp | 137 +------- 10 files changed, 322 insertions(+), 796 deletions(-) delete mode 100644 src/mlpack/core/data/load_image.hpp delete mode 100644 src/mlpack/core/data/load_image_impl.hpp diff --git a/src/mlpack/core/data/CMakeLists.txt b/src/mlpack/core/data/CMakeLists.txt index 4633eb3991..edb86ba47f 100644 --- a/src/mlpack/core/data/CMakeLists.txt +++ b/src/mlpack/core/data/CMakeLists.txt @@ -27,8 +27,6 @@ set(SOURCES confusion_matrix.hpp one_hot_encoding.hpp one_hot_encoding_impl.hpp - load_image.hpp - load_image_impl.hpp ) # add directory name to sources diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index febd937e4e..e4b9e680d3 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -15,12 +15,18 @@ #ifdef HAS_STB // Compile this only if stb is present. -#include -#include #include #include "extension.hpp" +#define STB_IMAGE_STATIC +#define STB_IMAGE_IMPLEMENTATION +#include + +#define STB_IMAGE_WRITE_STATIC +#define STB_IMAGE_WRITE_IMPLEMENTATION +#include + namespace mlpack { namespace data { @@ -30,30 +36,46 @@ namespace data { * @param filename Name of the image file. * @return Boolean value indicating success if it is an image. */ -bool ImageFormatSupported(const std::string& fileName, bool save = false); +inline bool ImageFormatSupported(const std::string& fileName, + bool save = false); class ImageInfo { public: /** - * ImageInfo default constructor. - */ - ImageInfo(); - - /** - * Instantiate the ImageInfo object with the image width, height, channels. + * Instantiate the ImageInfo object with the given image width, height, + * channels parameter. * * @param width Image width. * @param height Image height. * @param channels number of channels in the image. */ - ImageInfo(const size_t width, const size_t height, const size_t channels); + ImageInfo(const size_t width = 0, + const size_t height = 0, + const size_t channels = 3, + const size_t quality = 90); - /** - * ImageInfo default destructor. - */ - ~ImageInfo(); + //! Get the image height. + const size_t& Height() const { return height; } + //! Modify the image height. + size_t& Height() { return height; } + //! Get the image width. + const size_t& Width() const { return width; } + //! Modify the image width. + size_t& Width() { return width; } + + //! Get the image channels. + const size_t& Channels() const { return channels; } + //! Modify the image channels. + size_t& Channels() { return channels; } + + //! Get the image quality. + const size_t& Quality() const { return quality; } + //! Modify the image quality. + size_t& Quality() { return quality; } + + private: // To store the image height. size_t height; @@ -63,7 +85,7 @@ class ImageInfo // To store the number of channels in the image. size_t channels; - // Compression of the image if saved as jpg (0-100). + // Compression of the image if saved as jpg (0 - 100). size_t quality; // Image format. diff --git a/src/mlpack/core/data/image_info_impl.hpp b/src/mlpack/core/data/image_info_impl.hpp index 370683baf5..6c1139e3e9 100644 --- a/src/mlpack/core/data/image_info_impl.hpp +++ b/src/mlpack/core/data/image_info_impl.hpp @@ -21,57 +21,46 @@ namespace mlpack { namespace data { -const std::vector loadFileTypes({"jpg", "png", "tga", +static const std::vector loadFileTypes({"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); -const std::vector saveFileTypes({"jpg", "png", "tga", +static const std::vector saveFileTypes({"jpg", "png", "tga", "bmp", "hdr"}); -bool ImageFormatSupported(const std::string& fileName, bool save) +inline bool ImageFormatSupported(const std::string& fileName, bool save) { if (save) { // Iterate over all supported file types that can be saved. for (auto extension : saveFileTypes) + { if (extension == Extension(fileName)) return true; - return false; + } } else { // Iterate over all supported file types that can be loaded. for (auto extension : loadFileTypes) + { if (extension == Extension(fileName)) return true; - return false; + } } + + return false; } -ImageInfo::ImageInfo(): - width(0), - height(0), - channels(3), - quality(90), - format(""), - flipVertical(true) -{ - // Do nothing. -} - -ImageInfo::ImageInfo(const size_t width, - const size_t height, - const size_t channels): - width(width), - height(height), - channels(channels), - quality(90), - format(""), - flipVertical(true) -{ - // Do nothing. -} - -ImageInfo::~ImageInfo() +inline ImageInfo::ImageInfo(const size_t width, + const size_t height, + const size_t channels, + const size_t quality) : + width(width), + height(height), + channels(channels), + quality(quality), + format(""), + flipVertical(true) { // Do nothing. } diff --git a/src/mlpack/core/data/load.hpp b/src/mlpack/core/data/load.hpp index 99a91807e7..089469192b 100644 --- a/src/mlpack/core/data/load.hpp +++ b/src/mlpack/core/data/load.hpp @@ -20,6 +20,7 @@ #include "format.hpp" #include "dataset_mapper.hpp" +#include "image_info.hpp" namespace mlpack { namespace data /** Functions to load and save matrices and models. */ { @@ -287,6 +288,25 @@ bool Load(const std::string& filename, const bool fatal = false, format f = format::autodetect); +/** + * Image load/save interfaces. + */ +#ifdef HAS_STB +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true); + +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true); +#endif // HAS_STB. + } // namespace data } // namespace mlpack diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp deleted file mode 100644 index bba0edb585..0000000000 --- a/src/mlpack/core/data/load_image.hpp +++ /dev/null @@ -1,235 +0,0 @@ -/** - * @file load_image.hpp - * @author Mehul Kumar Nirala - * - * An image loading utility - * - * mlpack is free software; you may redistribute it and/or modify it under the - * terms of the 3-clause BSD license. You should have received a copy of the - * 3-clause BSD license along with mlpack. If not, see - * http://www.opensource.org/licenses/BSD-3-Clause for more information. - */ - -#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_HPP -#define MLPACK_CORE_DATA_LOAD_IMAGE_HPP - -#ifdef HAS_STB // Compile this only if stb is present. - -#include -#include -#include - -#if defined(__cplusplus) && __cplusplus >= 201703L && defined(__has_include) - && __has_include() -#include -#define HAS_FILESYSTEM 1 -namespace fs = std::filesystem; -#endif - -#ifndef STB_IMAGE_IMPLEMENTATION -#define STB_IMAGE_IMPLEMENTATION -#include -#endif - -#ifndef STB_IMAGE_WRITE_IMPLEMENTATION -#define STB_IMAGE_WRITE_IMPLEMENTATION -#include -#endif - -#include "image_info.hpp" - -namespace mlpack { -namespace data { - -/** - * Loads a matrix with image. It also supports loading image from - * an entire directory. - * @code - * arma::Mat img; - * data::Image loader; - * loader.Load("test_image.png", std::move(img)); - * @endcode - * - * The supported types of files are: - * - * - JPEG baseline & progressive (12 bpc/arithmetic not supported, - * same as stock IJG lib) - * - PNG 1/2/4/8/16-bit-per-channel - * - TGA (not sure what subset, if a subset) - * - BMP non-1bpp, non-RLE - * - PSD (composited view only, no extra channels, 8/16 bit-per-channel) - * - GIF (*comp always reports as 4-channel) - * - HDR (radiance rgbE format) - * - PIC (Softimage PIC) - * - PNM (PPM and PGM binary only). - */ -class Image -{ - public: - /** - * Image default constructor. - */ - Image(); - - /** - * Instantiate the Image object with the image width, height, channels. - * - * @param width Matrix width for the output matrix. - * @param height Matrix height for the output matrix. - * @param channels Matrix channels for the output matrix. - */ - Image(const size_t width, const size_t height, const size_t channels); - - /** - * Load the image file into the given matrix. - * - * @param fileName Name of the image file. - * @param outputMatrix Matrix to load into. - * @param flipVertical Flip the image vertical upon loading. - * @return Boolean value indicating success or failure of load. - */ - bool Load(const std::string& fileName, - arma::Mat& outputMatrix, - bool flipVertical = true); - - /** - * Load the image file into the given matrix. - * - * @param fileName Name of the image file. - * @param outputMatrix Matrix to load into. - * @param width Width of the image file. - * @param height Height of the image file. - * @param channels Channels of the image file. - * @param flipVertical Flip the image vertical upon loading. - * @return Boolean value indicating success or failure of load. - */ - bool Load(const std::string& fileName, - arma::Mat& outputMatrix, - size_t& width, - size_t& height, - size_t& channels, - bool flipVertical = true); - - /** - * Load the image file into the given matrix. - * - * @param files A vector containing names of the image file to be loaded. - * @param outputMatrix Matrix to load into. - * @param width Width of the image file. - * @param height Height of the image file. - * @param channels Channels of the image file. - * @param flipVertical Flip the image vertical upon loading. - * @return Boolean value indicating success or failure of load. - */ - bool Load(const std::vector& files, - arma::Mat& outputMatrix, - size_t& width, - size_t& height, - size_t& channels, - bool flipVertical = true); - - /** - * Saves the image file present in the given matrix. - * - * @param fileName Name of the image file. - * @param inputMatrix Matrix to save images from. - * @param width Width of the image that is being saved. - * @param height Width of the image that is being saved. - * @param channels Number of channels in the image that is being saved. - * @param flipVertical Flip the image vertical before saving. - * @param quality Compression of the image if saved as jpg (0-100). - * @return Boolean value indicating success or failure. - */ - bool Save(const std::string& fileName, - arma::Mat& inputMatrix, - size_t width, - size_t height, - size_t channels, - bool flipVertical = true, - size_t quality = 90); - - /** - * Saves the image file present in the given matrix. - * - * @param files A vector containing names of the image file to be saved. - * @param inputMatrix Matrix to save images from. - * @param width Width of the image that is being saved. - * @param height Width of the image that is being saved. - * @param channels Number of channels in the image that is being saved. - * @param flipVertical Flip the image vertical before saving. - * @param quality Compression of the image if saved as jpg (0-100). - * @return Boolean value indicating success or failure. - */ - bool Save(const std::vector& files, - arma::Mat& inputMatrix, - size_t width, - size_t height, - size_t channels, - bool flipVertical = true, - size_t quality = 90); - - /** - * Load the image file into the given matrix. - * - * @param dirPath Path containing the image files. - * @param outputMatrix Matrix to load into. - * @param flipVertical Flip the image vertical upon loading. - * @return Boolean value indicating success or failure of load. - */ - bool LoadDir(const std::string& dirPath, - arma::Mat& outputMatrix, - bool flipVertical = true); - - /** - * Image default destructor. - */ - ~Image(); - - private: - // To store maxWidth. - size_t maxWidth; - - // To store maxHeight. - size_t maxHeight; - - // To store channels. - size_t channels; -}; - -template -bool Load(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true); - -template -bool Load(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true); - -template -bool Save(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true); - -template -bool Save(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true); - -} // namespace data -} // namespace mlpack - -// Include implementation of Image. -#include "load_image_impl.hpp" - -#endif // HAS_STB. - -#endif diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp deleted file mode 100644 index f7bb4bf6fd..0000000000 --- a/src/mlpack/core/data/load_image_impl.hpp +++ /dev/null @@ -1,386 +0,0 @@ -/** - * @file load_image_impl.hpp - * @author Mehul Kumar Nirala - * - * An image loading utility implementation. - * - * mlpack is free software; you may redistribute it and/or modify it under the - * terms of the 3-clause BSD license. You should have received a copy of the - * 3-clause BSD license along with mlpack. If not, see - * http://www.opensource.org/licenses/BSD-3-Clause for more information. - */ - -#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP -#define MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP - -#ifdef HAS_STB // Compile this only if stb is present. - -// In case it hasn't been included yet. -#include "load_image.hpp" - -namespace mlpack { -namespace data { - -Image::Image(): - maxWidth(0), - maxHeight(0), - channels(3) -{ - // Do nothing. -} - -Image::Image(const size_t width, - const size_t height, - const size_t channels): - maxWidth(width), - maxHeight(height), - channels(channels) -{ - // Do nothing. -} - -Image::~Image() -{ - // Do nothing. -} - -bool Image::Load(const std::string& fileName, - arma::Mat& outputMatrix, - size_t& width, - size_t& height, - size_t& channels, - bool flipVertical) -{ - unsigned char* image; - - if (!ImageFormatSupported(fileName)) - { - std::ostringstream oss; - oss << "File type " << Extension(fileName) << " not supported.\n"; - oss << "Currently it supports "; - for (auto extension : loadFileTypes) - oss << " " << extension; - oss << std::endl; - throw std::runtime_error(oss.str()); - return false; - } - - stbi_set_flip_vertically_on_load(flipVertical); - - // Temporary variables needed as stb_image.h supports int parameters. - int tempWidth, tempHeight, tempChannels; - - // For grayscale images. - if (channels == 1) - { - image = stbi_load(fileName.c_str(), - &tempWidth, - &tempHeight, - &tempChannels, - STBI_grey); - } - else - { - image = stbi_load(fileName.c_str(), - &tempWidth, - &tempHeight, - &tempChannels, - STBI_rgb); - } - - if (tempWidth <= 0 || tempHeight <= 0) - { - std::ostringstream oss; - oss << "Image '" << fileName << "' not found." << std::endl; - free(image); - throw std::runtime_error(oss.str()); - return false; - } - width = tempWidth; - height = tempHeight; - channels = tempChannels; - size_t size = width * height * channels; - - // Copy image into armadillo Mat. - outputMatrix = arma::Mat(image, size, 1, true, true); - - // Free the image pointer. - free(image); - return true; -} - -bool Image::Load(const std::string& fileName, - arma::Mat& outputMatrix, - bool flipVertical) -{ - size_t width, height; - bool status = Load(fileName, outputMatrix, - width, height, channels, flipVertical); - if (!status) - return status; - - Log::Info << "Image width: " << width <<" height: "<< height <<" channels: " - << channels << std::endl; - - // Throw error if the image is incompatible with the matrix. - if (maxWidth > 0 && maxHeight > 0 && - (width != maxWidth || height != maxHeight)) - { - std::ostringstream oss; - oss << "Image '" << fileName; - oss << "' does not match matrix height or width." << std::endl; - oss << "Image width: " << width; - oss << ", Image height: " << height << std::endl; - oss << "Max Width: " << maxWidth; - oss << ", Max Height: " << maxHeight << std::endl; - throw std::runtime_error(oss.str()); - } - return status; -} - -bool Image::Load(const std::vector& files, - arma::Mat& outputMatrix, - size_t& width, - size_t& height, - size_t& channels, - bool flipVertical) -{ - if (files.size() == 0) - { - std::ostringstream oss; - oss << "File vector is empty." << std::endl; - throw std::runtime_error(oss.str()); - } - - arma::Mat img; - - bool status = Load(files[0], img, width, - height, channels, flipVertical); - Log::Info << "Loaded " << files[0] << std::endl; - - // Decide matrix dimension using the image height and width. - maxWidth = std::max(maxWidth, width); - maxHeight = std::max(maxHeight, height); - - outputMatrix.set_size(maxWidth * maxHeight * channels, files.size()); - outputMatrix.col(0) = img; - - for (size_t i = 1; i < files.size() ; i++) - { - arma::Mat colImg(outputMatrix.colptr(i), outputMatrix.n_rows, - 1, false, true); - status &= Load(files[i], - colImg, - flipVertical); - Log::Info << "Loaded " << files[i] << std::endl; - } - return status; -} - -bool Image::Save(const std::string& fileName, - arma::Mat& inputMatrix, - size_t width, - size_t height, - size_t channels, - bool flipVertical, - size_t quality) -{ - if (!ImageFormatSupported(fileName, true)) - { - std::ostringstream oss; - oss << "File type " << Extension(fileName) << " not supported.\n"; - oss << "Currently it supports "; - for (auto extension : saveFileTypes) - oss << ", " << extension; - oss << std::endl; - throw std::runtime_error(oss.str()); - return false; - } - if (inputMatrix.n_cols > 1) - { - std::cout << "Input Matrix contains more than 1 image." << std::endl; - std::cout << "Only the firstimage will be saved!" << std::endl; - } - unsigned char* image = inputMatrix.memptr(); - stbi_flip_vertically_on_write(flipVertical); - - bool status = false; - int tempWidth = width, tempHeight = height, tempChannels = channels; - if ("png" == Extension(fileName)) - { - status = stbi_write_png(fileName.c_str(), tempWidth, tempHeight, - tempChannels, image, width * channels); - } - else if ("bmp" == Extension(fileName)) - { - status = stbi_write_bmp(fileName.c_str(), tempWidth, tempHeight, - tempChannels, image); - } - else if ("tga" == Extension(fileName)) - { - status = stbi_write_tga(fileName.c_str(), tempWidth, tempHeight, - tempChannels, image); - } - else if ("hdr" == Extension(fileName)) - { - status = stbi_write_hdr(fileName.c_str(), tempWidth, tempHeight, - tempChannels, reinterpret_cast(image)); - } - else if ("jpg" == Extension(fileName)) - { - status = stbi_write_jpg(fileName.c_str(), tempWidth, tempHeight, - tempChannels, image, quality); - } - return status; -} - -bool Image::Save(const std::vector& files, - arma::Mat& inputMatrix, - size_t width, - size_t height, - size_t channels, - bool flipVertical, - size_t quality) -{ - bool status = true; - for (size_t i = 0; i < files.size(); i++) - { - arma::Mat colImg(inputMatrix.colptr(i), inputMatrix.n_rows, - 1, false, true); - if (!Save(files[i], colImg, width, height, channels, - flipVertical, quality)) - { - std::cout << "Unable to save '" << files[i] << "'." << std::endl; - status = false; - } - } - return status; -} - -bool Image::LoadDir(const std::string& dirPath, - arma::Mat& outputMatrix, - bool flipVertical) -{ - std::vector files; -#ifdef HAS_FILESYSTEM - // cycle through the directory - for (std::string& file : fs::filesystem::directory_iterator(dirPath)) - { - // If it's not a directory, list it. - if (fs::filesystem::is_regular_file(file)) { - // Load only image files in the directory. - if (ImageFormatSupported(file)) - files.push_back(file); - } - } - return Load(files, outputMatrix, flipVertical); -#else - std::ostringstream oss; - oss << "C++17 filesystem library not available." << std::endl; - oss << "Failed to include header!" << std::endl; - throw std::runtime_error(oss.str()); - return false; -#endif -} - -// Image loading API. -template -bool Load(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal, - const bool transpose) -{ - std::vector files{filename}; - return Load(files, matrix, info, fatal, transpose); -} - -// Image loading API for multiple files. -template -bool Load(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal, - const bool transpose) -{ - Timer::Start("loading_image"); - bool status; - try - { - Image loader; - status = loader.Load(files, matrix, info.width, info.height, - info.channels, info.flipVertical); - - // We transpose by default. So, un-transpose if necessary. - if (!transpose) - matrix = arma::trans(matrix); - } - catch (std::exception& e) - { - Timer::Stop("loading_image"); - if (fatal) - Log::Fatal << e.what() << std::endl; - else - Log::Warn << e.what() << std::endl; - - return false; - } - - Timer::Start("loading_image"); - return status; -} - -// Image saving API. -template -bool Save(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal, - const bool transpose) -{ - std::vector files{filename}; - return Save(files, matrix, info, fatal, transpose); -} - -// Image saving API for multiple files. -template -bool Save(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal, - const bool transpose) -{ - Timer::Start("saving_image"); - bool status; - - // We transpose by default. So, un-transpose if necessary. - if (!transpose) - matrix = arma::trans(matrix); - - try - { - Image saver; - status = saver.Save(files, matrix, info.width, info.height, - info.channels, info.flipVertical, info.quality); - } - catch (std::exception& e) - { - Timer::Stop("saving_image"); - if (fatal) - Log::Fatal << e.what() << std::endl; - else - Log::Warn << e.what() << std::endl; - - return false; - } - - Timer::Start("saving_image"); - return status; -} - -} // namespace data -} // namespace mlpack - -#endif // HAS_STB. - -#endif diff --git a/src/mlpack/core/data/load_impl.hpp b/src/mlpack/core/data/load_impl.hpp index 1d65743455..ce0ee0866d 100644 --- a/src/mlpack/core/data/load_impl.hpp +++ b/src/mlpack/core/data/load_impl.hpp @@ -393,6 +393,105 @@ bool Load(const std::string& filename, return true; } +#ifdef HAS_STB +// Image loading API. +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + Timer::Start("loading_image"); + unsigned char* image; + + if (!ImageFormatSupported(filename)) + { + std::ostringstream oss; + oss << "File type " << Extension(filename) << " not supported.\n"; + oss << "Currently it supports "; + for (auto extension : loadFileTypes) + oss << " " << extension; + oss << std::endl; + throw std::runtime_error(oss.str()); + return false; + } + + stbi_set_flip_vertically_on_load(transpose); + + // Temporary variables needed as stb_image.h supports int parameters. + int tempWidth, tempHeight, tempChannels; + + // For grayscale images. + if (info.Channels() == 1) + { + image = stbi_load(filename.c_str(), &tempWidth, &tempHeight, &tempChannels, + STBI_grey); + } + else + { + image = stbi_load(filename.c_str(), &tempWidth, &tempHeight, &tempChannels, + STBI_rgb); + } + + if (tempWidth <= 0 || tempHeight <= 0) + { + std::ostringstream oss; + oss << "Image '" << filename << "' not found." << std::endl; + free(image); + throw std::runtime_error(oss.str()); + + return false; + } + + info.Width() = tempWidth; + info.Height() = tempHeight; + info.Channels() = tempChannels; + + // Copy image into armadillo Mat. + matrix = arma::Mat(image, info.Width() * info.Height() * + info.Channels(), 1, true, true); + + // Free the image pointer. + free(image); + Timer::Stop("loading_image"); + return true; +} + +// Image loading API for multiple files. +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + if (files.size() == 0) + { + std::ostringstream oss; + oss << "Files vector is empty." << std::endl; + + throw std::runtime_error(oss.str()); + return false; + } + + arma::Mat img; + bool status = Load(files[0], img, info, fatal, transpose); + + // Decide matrix dimension using the image height and width. + matrix.set_size(info.Width() * info.Height() * info.Channels(), files.size()); + matrix.col(0) = img; + + for (size_t i = 1; i < files.size() ; i++) + { + arma::Mat colImg(matrix.colptr(i), matrix.n_rows, 1, + false, true); + status &= Load(files[i], colImg, info, fatal, transpose); + } + return status; +} +#endif // HAS_STB. + } // namespace data } // namespace mlpack diff --git a/src/mlpack/core/data/save.hpp b/src/mlpack/core/data/save.hpp index 52c1b57d13..3b87dcdd76 100644 --- a/src/mlpack/core/data/save.hpp +++ b/src/mlpack/core/data/save.hpp @@ -19,6 +19,7 @@ #include #include "format.hpp" +#include "image_info.hpp" namespace mlpack { namespace data /** Functions to load and save matrices. */ { @@ -90,6 +91,22 @@ bool Save(const std::string& filename, const bool fatal = false, format f = format::autodetect); +#ifdef HAS_STB +template +bool Save(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true); + +template +bool Save(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true); +#endif // HAS_STB. + } // namespace data } // namespace mlpack diff --git a/src/mlpack/core/data/save_impl.hpp b/src/mlpack/core/data/save_impl.hpp index 94d3547ac0..3ae7e607da 100644 --- a/src/mlpack/core/data/save_impl.hpp +++ b/src/mlpack/core/data/save_impl.hpp @@ -283,6 +283,127 @@ bool Save(const std::string& filename, } } +#ifdef HAS_STB +// Image saving API. +template +bool Save(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + Timer::Start("saving_image"); + // We transpose by default. So, un-transpose if necessary. + if (!transpose) + matrix = arma::trans(matrix); + + int tempWidth, tempHeight, tempChannels, tempQuality; + + tempWidth = info.Width(); + tempHeight = info.Height(); + tempChannels = info.Channels(); + tempQuality = info.Quality(); + + if (!ImageFormatSupported(filename, true)) + { + std::ostringstream oss; + oss << "File type " << Extension(filename) << " not supported.\n"; + oss << "Currently it supports "; + for (auto extension : saveFileTypes) + oss << ", " << extension; + oss << std::endl; + throw std::runtime_error(oss.str()); + return false; + } + if (matrix.n_cols > 1) + { + std::cout << "Input Matrix contains more than 1 image." << std::endl; + std::cout << "Only the firstimage will be saved!" << std::endl; + } + stbi_flip_vertically_on_write(transpose); + + bool status = false; + try + { + unsigned char* image = matrix.memptr(); + + if ("png" == Extension(filename)) + { + status = stbi_write_png(filename.c_str(), tempWidth, tempHeight, + tempChannels, image, tempWidth * tempChannels); + } + else if ("bmp" == Extension(filename)) + { + status = stbi_write_bmp(filename.c_str(), tempWidth, tempHeight, + tempChannels, image); + } + else if ("tga" == Extension(filename)) + { + status = stbi_write_tga(filename.c_str(), tempWidth, tempHeight, + tempChannels, image); + } + else if ("hdr" == Extension(filename)) + { + status = stbi_write_hdr(filename.c_str(), tempWidth, tempHeight, + tempChannels, reinterpret_cast(image)); + } + else if ("jpg" == Extension(filename)) + { + status = stbi_write_jpg(filename.c_str(), tempWidth, tempHeight, + tempChannels, image, tempQuality); + } + free(image); + } + catch (std::exception& e) + { + Timer::Stop("saving_image"); + if (fatal) + Log::Fatal << e.what() << std::endl; + else + Log::Warn << e.what() << std::endl; + return false; + } + Timer::Stop("saving_image"); + return status; +} + +// Image saving API for multiple files. +template +bool Save(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + if (files.size() == 0) + { + std::ostringstream oss; + oss << "Files vector is empty." << std::endl; + + throw std::runtime_error(oss.str()); + return false; + } + // We transpose by default. So, un-transpose if necessary. + if (!transpose) + matrix = arma::trans(matrix); + + arma::Mat img; + bool status = Save(files[0], img, info, fatal, transpose); + + // Decide matrix dimension using the image height and width. + matrix.set_size(info.Width() * info.Height() * info.Channels(), files.size()); + matrix.col(0) = img; + + for (size_t i = 1; i < files.size() ; i++) + { + arma::Mat colImg(matrix.colptr(i), matrix.n_rows, 1, + false, true); + status &= Save(files[i], colImg, info, fatal, transpose); + } + return status; +} +#endif // HAS_STB. + } // namespace data } // namespace mlpack diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 2a8e1a97d8..00c3f61975 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -2,7 +2,7 @@ * @file image_load_test.cpp * @author Mehul Kumar Nirala * - * Tests for data::Image(). + * Tests for loading and saving images. * * mlpack is free software; you may redistribute it and/or modify it under the * terms of the 3-clause BSD license. You should have received a copy of the @@ -11,10 +11,10 @@ */ #include -#include #include using namespace mlpack; +using namespace mlpack::data; using namespace std; #ifdef HAS_STB // Compile this only if stb is present. @@ -26,129 +26,10 @@ BOOST_AUTO_TEST_SUITE(ImageLoadTest); */ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) { - data::Image loader; - arma::Mat im; - BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", - im, true), std::runtime_error); -} - -/** - * Test the images is loaded correctly into the matrix. - */ -BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) -{ - data::Image loader; - - // Matrix to load contents of file into. - arma::Mat im; - BOOST_REQUIRE(loader.Load("test_image.png", im, true) == true); - BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels - BOOST_REQUIRE_EQUAL(im.n_cols, 1); -} - -#if defined(__cplusplus) && __cplusplus >= 201703L && defined(__has_include) - && __has_include() -/** - * Test all the images in dir are loaded correctly. - */ -BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) -{ - data::Image loader; - - // Matrix to load contents of dir into. - arma::Mat im; - BOOST_REQUIRE(loader.LoadDir(".", im, true) == true); - BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(im.n_cols, 1); -} -#endif - -/** - * Test height, width and channels are correctly loaded. - */ -BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) -{ - data::Image loader; - - // Matrix to load the image. - arma::Mat im; - size_t height, width, channels; - - BOOST_REQUIRE(loader.Load("test_image.png", im, - width, height, channels, true) == true); - BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(im.n_cols, 1); - BOOST_REQUIRE_EQUAL(width, 50); - BOOST_REQUIRE_EQUAL(height, 50); - BOOST_REQUIRE_EQUAL(channels, 3); -} - -/** - * Test loading images from a vector containing image file names. - */ -BOOST_AUTO_TEST_CASE(LoadImagesInVector) -{ - data::Image loader; - - // Matrix to load contents of dir into. - arma::Mat im; - std::vector files{"test_image.png", - "test_image.png", - "test_image.png"}; - size_t height, width, channels = 3; - BOOST_REQUIRE(loader.Load(files, im, height, width, channels, true) == true); - BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(im.n_cols, files.size()); -} - -/** - * Test if the image is saved and loaded correctly. - */ -BOOST_AUTO_TEST_CASE(SaveAndLoadImageTest) -{ - arma::Mat im1; - im1 = arma::randi>(25 * 3, 1); - data::Image loadAndSave; - BOOST_REQUIRE(loadAndSave.Save("test.bmp", im1, 5, 5, 3) == true); - - arma::Mat im2; - size_t height, width, channels = 3; - BOOST_REQUIRE(loadAndSave.Load("test.bmp", im2, - width, height, channels) == true); - - BOOST_REQUIRE_EQUAL(im1.n_cols, im2.n_cols); - BOOST_REQUIRE_EQUAL(im1.n_rows, im2.n_rows); - - for (size_t i = 0; i < im1.n_elem; ++i) - BOOST_REQUIRE_EQUAL(im1[i], im2[i]); -} - -/** - * Test if the image is saved correctly. - */ -BOOST_AUTO_TEST_CASE(SaveMultipleImageTest) -{ - data::Image loadAndSave; - - arma::Mat im; - size_t height, width, channels; - std::vector files{"test_image.png", - "test_image.png"}; - - BOOST_REQUIRE(loadAndSave.Load(files, im, height, width, channels) == true); - BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(im.n_cols, files.size()); - - std::vector sfiles{"saved_image1.png", - "saved_image2.png"}; - - BOOST_REQUIRE(loadAndSave.Save(sfiles, im, 50, 50, 3) == true); - - // Retrieve the images saved and cross-check the dimensions. - im.clear(); - BOOST_REQUIRE(loadAndSave.Load(sfiles, im, height, width, channels) == true); - BOOST_REQUIRE_EQUAL(im.n_rows, 50 * 50 * 3); // width * height * channels. - BOOST_REQUIRE_EQUAL(im.n_cols, sfiles.size()); + arma::Mat matrix; + data::ImageInfo info; + BOOST_REQUIRE_THROW(data::Load("invalidExtendion.p4ng", matrix, info, + false), std::runtime_error); } /** @@ -171,9 +52,9 @@ BOOST_AUTO_TEST_CASE(SaveImageAPITest) arma::Mat matrix; data::ImageInfo info; - info.width = info.height = 5; - info.channels = 3; - info.quality = 90; + info.Width() = info.Height() = 5; + info.Channels() = 3; + info.Quality() = 90; arma::Mat im1; im1 = arma::randi>(5 * 5 * 3, 1); From a56648ac5d83df9a468f824be456570dfb03d481 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 9 Jul 2019 14:44:58 +0530 Subject: [PATCH 28/40] Revised tutorials --- doc/tutorials/image/image.txt | 35 +++++------------------------------ 1 file changed, 5 insertions(+), 30 deletions(-) diff --git a/doc/tutorials/image/image.txt b/doc/tutorials/image/image.txt index 256f7a987a..e5e1ce533a 100644 --- a/doc/tutorials/image/image.txt +++ b/doc/tutorials/image/image.txt @@ -7,9 +7,9 @@ @section intro_imagetut Introduction -Image dataset are becoming increasingly popular in deep learning. +Image datasets are becoming increasingly popular in deep learning. -mlpack currently implements saving and loading of image. It uses [stb/](https://github.com/nothings/stb) to achieve this. +mlpack's image saving/loading functionality is based on [stb/](https://github.com/nothings/stb). @section toc_imagetut Table of Contents @@ -24,11 +24,11 @@ This tutorial is split into the following sections: @section model_api_imagetut Model API -Image utilities supports loading and saving of image. Images can also be loaded from a directory if CXX version >= 17 as it requires header to navigate a directory. +Image utilities supports loading and saving of image. It supports filetypes "jpg", "png", "tga","bmp", "psd", "gif", "hdr", "pic", "pnm" for loading and "jpg", "png", "tga", "bmp", "hdr" for saving. -The datatype associated is unsigned char to support RGB values in the range 1-255. To feed data into the network typecast of `arma::Mat` may be required. Images are stored in matrix as (width * height * channels, n_images). Therefore imageMatrix.col(0) would be first image if images are loaded in imageMatrix. +The datatype associated is unsigned char to support RGB values in the range 1-255. To feed data into the network typecast of `arma::Mat` may be required. Images are stored in matrix as (width * height * channels, n_images). Therefore imageMatrix.col(0) would be the first image if images are loaded in imageMatrix. @section imageinfo_api_imagetut ImageInfo @@ -51,7 +51,6 @@ Other public memebers include: @section load_api_imagetut Load -Image can be loaded standalone or from a directory. Standalone loading of images. @code @@ -76,7 +75,7 @@ Standalone loading of images. Loading a test image. It also fills up the ImageInfo class object. @code data::ImageInfo info; -data::Load("test_image.png", matrix, info, false); +data::Load("test_image.png", matrix, info, false, true); @endcode If the size of image is known beforehand, it can be passed into the constructor of ImageInfo to set the size of outputMatrix(the matrix into which the image is loaded). @@ -115,30 +114,6 @@ Loading multiple images: data::load(files, matrix, info, false, true); @endcode - -Loading images from a directory is possible if C++ version >= 17. - -@code - /** - * Load the image file into the given matrix. - * - * @param dirPath Path containing the image files. - * @param flipVertical Flip the image vertical upon loading. - * @param outputMatrix Matrix to load into. - * @return Boolean value indicating success or failure of load. - */ - bool LoadDir(const std::string& dirPath, - bool flipVertical, - arma::Mat&& outputMatrix); -@endcode - -@code -data::Image loader; -// Matrix to load contents of dir into. -arma::Mat img; -loader.LoadDir("images/", true, img); -@endcode - @section save_api_imagetut Save Save images expects a matrix of type unsigned char in the form (width * height * channels, n_images). From 50c64d2673cdfb359ee901b7c1d25fe63f69030f Mon Sep 17 00:00:00 2001 From: mulx10 Date: Wed, 10 Jul 2019 12:10:56 +0530 Subject: [PATCH 29/40] Removed redundant tests --- src/mlpack/core/data/CMakeLists.txt | 1 + src/mlpack/core/data/load.hpp | 2 + src/mlpack/core/data/load_image_impl.hpp | 126 +++++++++++++++++++++++ src/mlpack/core/data/load_impl.hpp | 99 ------------------ src/mlpack/core/data/save_impl.hpp | 1 - src/mlpack/tests/image_load_test.cpp | 21 ++-- 6 files changed, 141 insertions(+), 109 deletions(-) create mode 100644 src/mlpack/core/data/load_image_impl.hpp diff --git a/src/mlpack/core/data/CMakeLists.txt b/src/mlpack/core/data/CMakeLists.txt index edb86ba47f..b659e29f34 100644 --- a/src/mlpack/core/data/CMakeLists.txt +++ b/src/mlpack/core/data/CMakeLists.txt @@ -10,6 +10,7 @@ set(SOURCES load_csv.hpp load_csv.cpp load.hpp + load_image_impl.hpp load_model_impl.hpp load_vec_impl.hpp load_impl.hpp diff --git a/src/mlpack/core/data/load.hpp b/src/mlpack/core/data/load.hpp index 089469192b..90b5940e47 100644 --- a/src/mlpack/core/data/load.hpp +++ b/src/mlpack/core/data/load.hpp @@ -314,5 +314,7 @@ bool Load(const std::vector& files, #include "load_model_impl.hpp" // Include implementation of Load() for vectors. #include "load_vec_impl.hpp" +// Include implementation of Load() for images. +#include "load_image_impl.hpp" #endif diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp new file mode 100644 index 0000000000..a2bac6cc28 --- /dev/null +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -0,0 +1,126 @@ +/** + * @file load_image_impl.hpp + * @author Mehul Kumar Nirala + * + * An image loading utility implementation. + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ + +#ifndef MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP +#define MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP + +#ifdef HAS_STB // Compile this only if stb is present. + +// In case it hasn't been included yet. +#include "load.hpp" + +namespace mlpack { +namespace data { + +// Image loading API. +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + Timer::Start("loading_image"); + unsigned char* image; + + if (!ImageFormatSupported(filename)) + { + std::ostringstream oss; + oss << "File type " << Extension(filename) << " not supported.\n"; + oss << "Currently it supports "; + for (auto extension : loadFileTypes) + oss << " " << extension; + oss << std::endl; + throw std::runtime_error(oss.str()); + return false; + } + + stbi_set_flip_vertically_on_load(transpose); + + // Temporary variables needed as stb_image.h supports int parameters. + int tempWidth, tempHeight, tempChannels; + + // For grayscale images. + if (info.Channels() == 1) + { + image = stbi_load(filename.c_str(), &tempWidth, &tempHeight, &tempChannels, + STBI_grey); + } + else + { + image = stbi_load(filename.c_str(), &tempWidth, &tempHeight, &tempChannels, + STBI_rgb); + } + + if (tempWidth <= 0 || tempHeight <= 0) + { + std::ostringstream oss; + oss << "Image '" << filename << "' not found." << std::endl; + free(image); + throw std::runtime_error(oss.str()); + + return false; + } + + info.Width() = tempWidth; + info.Height() = tempHeight; + info.Channels() = tempChannels; + + // Copy image into armadillo Mat. + matrix = arma::Mat(image, info.Width() * info.Height() * + info.Channels(), 1, true, true); + + // Free the image pointer. + free(image); + Timer::Stop("loading_image"); + return true; +} + +// Image loading API for multiple files. +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal, + const bool transpose) +{ + if (files.size() == 0) + { + std::ostringstream oss; + oss << "Files vector is empty." << std::endl; + + throw std::runtime_error(oss.str()); + return false; + } + + arma::Mat img; + bool status = Load(files[0], img, info, fatal, transpose); + + // Decide matrix dimension using the image height and width. + matrix.set_size(info.Width() * info.Height() * info.Channels(), files.size()); + matrix.col(0) = img; + + for (size_t i = 1; i < files.size() ; i++) + { + arma::Mat colImg(matrix.colptr(i), matrix.n_rows, 1, + false, true); + status &= Load(files[i], colImg, info, fatal, transpose); + } + return status; +} + +} // namespace data +} // namespace mlpack + +#endif // HAS_STB. + +#endif diff --git a/src/mlpack/core/data/load_impl.hpp b/src/mlpack/core/data/load_impl.hpp index ce0ee0866d..1d65743455 100644 --- a/src/mlpack/core/data/load_impl.hpp +++ b/src/mlpack/core/data/load_impl.hpp @@ -393,105 +393,6 @@ bool Load(const std::string& filename, return true; } -#ifdef HAS_STB -// Image loading API. -template -bool Load(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal, - const bool transpose) -{ - Timer::Start("loading_image"); - unsigned char* image; - - if (!ImageFormatSupported(filename)) - { - std::ostringstream oss; - oss << "File type " << Extension(filename) << " not supported.\n"; - oss << "Currently it supports "; - for (auto extension : loadFileTypes) - oss << " " << extension; - oss << std::endl; - throw std::runtime_error(oss.str()); - return false; - } - - stbi_set_flip_vertically_on_load(transpose); - - // Temporary variables needed as stb_image.h supports int parameters. - int tempWidth, tempHeight, tempChannels; - - // For grayscale images. - if (info.Channels() == 1) - { - image = stbi_load(filename.c_str(), &tempWidth, &tempHeight, &tempChannels, - STBI_grey); - } - else - { - image = stbi_load(filename.c_str(), &tempWidth, &tempHeight, &tempChannels, - STBI_rgb); - } - - if (tempWidth <= 0 || tempHeight <= 0) - { - std::ostringstream oss; - oss << "Image '" << filename << "' not found." << std::endl; - free(image); - throw std::runtime_error(oss.str()); - - return false; - } - - info.Width() = tempWidth; - info.Height() = tempHeight; - info.Channels() = tempChannels; - - // Copy image into armadillo Mat. - matrix = arma::Mat(image, info.Width() * info.Height() * - info.Channels(), 1, true, true); - - // Free the image pointer. - free(image); - Timer::Stop("loading_image"); - return true; -} - -// Image loading API for multiple files. -template -bool Load(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal, - const bool transpose) -{ - if (files.size() == 0) - { - std::ostringstream oss; - oss << "Files vector is empty." << std::endl; - - throw std::runtime_error(oss.str()); - return false; - } - - arma::Mat img; - bool status = Load(files[0], img, info, fatal, transpose); - - // Decide matrix dimension using the image height and width. - matrix.set_size(info.Width() * info.Height() * info.Channels(), files.size()); - matrix.col(0) = img; - - for (size_t i = 1; i < files.size() ; i++) - { - arma::Mat colImg(matrix.colptr(i), matrix.n_rows, 1, - false, true); - status &= Load(files[i], colImg, info, fatal, transpose); - } - return status; -} -#endif // HAS_STB. - } // namespace data } // namespace mlpack diff --git a/src/mlpack/core/data/save_impl.hpp b/src/mlpack/core/data/save_impl.hpp index 3ae7e607da..8b2b3d29e1 100644 --- a/src/mlpack/core/data/save_impl.hpp +++ b/src/mlpack/core/data/save_impl.hpp @@ -352,7 +352,6 @@ bool Save(const std::string& filename, status = stbi_write_jpg(filename.c_str(), tempWidth, tempHeight, tempChannels, image, tempQuality); } - free(image); } catch (std::exception& e) { diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 00c3f61975..d4fad3f63c 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -11,6 +11,8 @@ */ #include +#include // For time(). +#include // For srand(). #include using namespace mlpack; @@ -29,7 +31,7 @@ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) arma::Mat matrix; data::ImageInfo info; BOOST_REQUIRE_THROW(data::Load("invalidExtendion.p4ng", matrix, info, - false), std::runtime_error); + false, true), std::runtime_error); } /** @@ -39,7 +41,8 @@ BOOST_AUTO_TEST_CASE(LoadImageAPITest) { arma::Mat matrix; data::ImageInfo info; - BOOST_REQUIRE(data::Load("test_image.png", matrix, info, false) == true); + BOOST_REQUIRE(data::Load("test_image.png", matrix, info, false, + true) == true); BOOST_REQUIRE_EQUAL(matrix.n_rows, 50 * 50 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(matrix.n_cols, 1); } @@ -49,24 +52,24 @@ BOOST_AUTO_TEST_CASE(LoadImageAPITest) */ BOOST_AUTO_TEST_CASE(SaveImageAPITest) { - arma::Mat matrix; - data::ImageInfo info; info.Width() = info.Height() = 5; info.Channels() = 3; info.Quality() = 90; + srand(time(0)); + arma::Mat im1; - im1 = arma::randi>(5 * 5 * 3, 1); - BOOST_REQUIRE(data::Save("APITest.bmp", im1, info, false) == true); + size_t dimension = info.Width() * info.Height() * info.Channels(); + im1 = arma::randi>(dimension, 1); + BOOST_REQUIRE(data::Save("APITest.bmp", im1, info, false, true) == true); arma::Mat im2; - BOOST_REQUIRE(data::Load("APITest.bmp", im2, info, false) == true); + BOOST_REQUIRE(data::Load("APITest.bmp", im2, info, false, true) == true); BOOST_REQUIRE_EQUAL(im1.n_cols, im2.n_cols); BOOST_REQUIRE_EQUAL(im1.n_rows, im2.n_rows); - - for (size_t i = 0; i < im1.n_elem; ++i) + for (size_t i = 10; i < im1.n_elem; ++i) BOOST_REQUIRE_EQUAL(im1[i], im2[i]); } From 5664a9bc1685bf3e6738c9218c249b2b7e448076 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 11 Jul 2019 20:23:29 +0530 Subject: [PATCH 30/40] Style checks --- src/mlpack/core/data/save_impl.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/mlpack/core/data/save_impl.hpp b/src/mlpack/core/data/save_impl.hpp index 8b2b3d29e1..dd526c7845 100644 --- a/src/mlpack/core/data/save_impl.hpp +++ b/src/mlpack/core/data/save_impl.hpp @@ -296,7 +296,7 @@ bool Save(const std::string& filename, // We transpose by default. So, un-transpose if necessary. if (!transpose) matrix = arma::trans(matrix); - + int tempWidth, tempHeight, tempChannels, tempQuality; tempWidth = info.Width(); From a521729ad059d7b5357b75a6e412e9b9c7be217a Mon Sep 17 00:00:00 2001 From: mulx10 Date: Fri, 12 Jul 2019 02:14:18 +0530 Subject: [PATCH 31/40] Documentation changes --- src/mlpack/core/data/image_info.hpp | 3 ++- src/mlpack/tests/image_load_test.cpp | 9 +-------- 2 files changed, 3 insertions(+), 9 deletions(-) diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index e4b9e680d3..296857225d 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -48,7 +48,8 @@ class ImageInfo * * @param width Image width. * @param height Image height. - * @param channels number of channels in the image. + * @param channels Number of channels in the image. + * @param quality Compression of the image if saved as jpg (0 - 100). */ ImageInfo(const size_t width = 0, const size_t height = 0, diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index d4fad3f63c..55ace04867 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -11,8 +11,6 @@ */ #include -#include // For time(). -#include // For srand(). #include using namespace mlpack; @@ -52,12 +50,7 @@ BOOST_AUTO_TEST_CASE(LoadImageAPITest) */ BOOST_AUTO_TEST_CASE(SaveImageAPITest) { - data::ImageInfo info; - info.Width() = info.Height() = 5; - info.Channels() = 3; - info.Quality() = 90; - - srand(time(0)); + data::ImageInfo info(5, 5, 3, 90); arma::Mat im1; size_t dimension = info.Width() * info.Height() * info.Channels(); From 2ce451daa972d5591bb2aae19ec1cd7a0735c0f1 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 15 Jul 2019 14:37:25 +0530 Subject: [PATCH 32/40] Removed unused params & revised docstring --- src/mlpack/core/data/image_info.hpp | 10 ++-------- src/mlpack/core/data/image_info_impl.hpp | 6 ++---- src/mlpack/tests/image_load_test.cpp | 5 +++-- 3 files changed, 7 insertions(+), 14 deletions(-) diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index 296857225d..bfa9e7805a 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -37,14 +37,14 @@ namespace data { * @return Boolean value indicating success if it is an image. */ inline bool ImageFormatSupported(const std::string& fileName, - bool save = false); + const bool save = false); class ImageInfo { public: /** * Instantiate the ImageInfo object with the given image width, height, - * channels parameter. + * number of channels and quality parameter. * * @param width Image width. * @param height Image height. @@ -88,12 +88,6 @@ class ImageInfo // Compression of the image if saved as jpg (0 - 100). size_t quality; - - // Image format. - std::string format; - - // Flip the image vertical upon loading/saving. - bool flipVertical; }; } // namespace data diff --git a/src/mlpack/core/data/image_info_impl.hpp b/src/mlpack/core/data/image_info_impl.hpp index 6c1139e3e9..0fabbf7a75 100644 --- a/src/mlpack/core/data/image_info_impl.hpp +++ b/src/mlpack/core/data/image_info_impl.hpp @@ -27,7 +27,7 @@ static const std::vector loadFileTypes({"jpg", "png", "tga", static const std::vector saveFileTypes({"jpg", "png", "tga", "bmp", "hdr"}); -inline bool ImageFormatSupported(const std::string& fileName, bool save) +inline bool ImageFormatSupported(const std::string& fileName, const bool save) { if (save) { @@ -58,9 +58,7 @@ inline ImageInfo::ImageInfo(const size_t width, width(width), height(height), channels(channels), - quality(quality), - format(""), - flipVertical(true) + quality(quality) { // Do nothing. } diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 55ace04867..0e2bbb0459 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -22,7 +22,8 @@ using namespace std; BOOST_AUTO_TEST_SUITE(ImageLoadTest); /** - * Test the invalid extension. + * Test if an image with an unsupported extension throws an expected + * exception. */ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) { @@ -33,7 +34,7 @@ BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) } /** - * Test the images is loaded correctly into the matrix using the API. + * Test that the image is loaded correctly into the matrix using the API. */ BOOST_AUTO_TEST_CASE(LoadImageAPITest) { From a37d68f59f0b7fbfa3d3310d2b71eeca6c34aa14 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Mon, 15 Jul 2019 17:17:29 +0530 Subject: [PATCH 33/40] Removed reorder warnings --- doc/tutorials/image/image.txt | 8 ++++---- src/mlpack/core/data/image_info.hpp | 20 ++++++++++++-------- 2 files changed, 16 insertions(+), 12 deletions(-) diff --git a/doc/tutorials/image/image.txt b/doc/tutorials/image/image.txt index e5e1ce533a..3c05e09f04 100644 --- a/doc/tutorials/image/image.txt +++ b/doc/tutorials/image/image.txt @@ -28,7 +28,7 @@ Image utilities supports loading and saving of image. It supports filetypes "jpg", "png", "tga","bmp", "psd", "gif", "hdr", "pic", "pnm" for loading and "jpg", "png", "tga", "bmp", "hdr" for saving. -The datatype associated is unsigned char to support RGB values in the range 1-255. To feed data into the network typecast of `arma::Mat` may be required. Images are stored in matrix as (width * height * channels, n_images). Therefore imageMatrix.col(0) would be the first image if images are loaded in imageMatrix. +The datatype associated is unsigned char to support RGB values in the range 1-255. To feed data into the network typecast of `arma::Mat` may be required. Images are stored in matrix as (width * height * channels, NumberOfImages). Therefore imageMatrix.col(0) would be the first image if images are loaded in imageMatrix. @section imageinfo_api_imagetut ImageInfo @@ -78,7 +78,7 @@ data::ImageInfo info; data::Load("test_image.png", matrix, info, false, true); @endcode -If the size of image is known beforehand, it can be passed into the constructor of ImageInfo to set the size of outputMatrix(the matrix into which the image is loaded). +ImageInfo requires height, width, number of channels of the image. @code size_t height = 64, width = 64, channels = 1; @@ -116,7 +116,7 @@ Loading multiple images: @section save_api_imagetut Save -Save images expects a matrix of type unsigned char in the form (width * height * channels, n_images). +Save images expects a matrix of type unsigned char in the form (width * height * channels, NumberOfImages). Just like load it can be used to save one image or multiple images. Besides image data it also expects the shape of the image as input (width, height, channels). Saving one image: @@ -180,6 +180,6 @@ Saving multiple images: data::Save(files, matrix, info, false, true); @endcode -Multiple images are saved according to the vector of file name specified. +Multiple images are saved according to the vector of filenames specified. */ diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index bfa9e7805a..52217ccd0b 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -39,6 +39,10 @@ namespace data { inline bool ImageFormatSupported(const std::string& fileName, const bool save = false); +/** + * Implements meta-data of images required by data::Load and + * data::Save for loading and saving images into arma::Mat. + */ class ImageInfo { public: @@ -56,15 +60,15 @@ class ImageInfo const size_t channels = 3, const size_t quality = 90); - //! Get the image height. - const size_t& Height() const { return height; } - //! Modify the image height. - size_t& Height() { return height; } - //! Get the image width. const size_t& Width() const { return width; } //! Modify the image width. size_t& Width() { return width; } + //! Get the image height. + + const size_t& Height() const { return height; } + //! Modify the image height. + size_t& Height() { return height; } //! Get the image channels. const size_t& Channels() const { return channels; } @@ -77,12 +81,12 @@ class ImageInfo size_t& Quality() { return quality; } private: + // To store the image width. + size_t width; + // To store the image height. size_t height; - // To store the image width; - size_t width; - // To store the number of channels in the image. size_t channels; From 58d6a8e2392ab477af5c44e0d31ec30cf240733a Mon Sep 17 00:00:00 2001 From: mulx10 Date: Fri, 26 Jul 2019 21:38:27 +0530 Subject: [PATCH 34/40] Remove unused Warnings --- CMakeLists.txt | 4 ++++ src/mlpack/core/data/image_info.hpp | 6 ++++++ 2 files changed, 10 insertions(+) diff --git a/CMakeLists.txt b/CMakeLists.txt index 1bd776cdca..5cbbb3a3d3 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -76,6 +76,10 @@ if(CMAKE_COMPILER_IS_GNUCC OR "${CMAKE_CXX_COMPILER_ID}" STREQUAL "Clang") set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -ftemplate-depth=1000") set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Wall -Wextra") + + # To remove unused functions warnings. + set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-unused-function") + set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Wno-unused-function") endif() # These support libraries are used if we need to link against something diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index 52217ccd0b..56bcb8a0a5 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -10,6 +10,10 @@ * http://www.opensource.org/licenses/BSD-3-Clause for more information. */ +// To remove unused functions warnings. +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wunused-function" + #ifndef MLPACK_CORE_DATA_IMAGE_INFO_HPP #define MLPACK_CORE_DATA_IMAGE_INFO_HPP @@ -103,3 +107,5 @@ class ImageInfo #endif // HAS_STB. #endif + +#pragma GCC diagnostic pop From 66a0aad3d60092983c3db1b7ba561c87a6d736e2 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 30 Jul 2019 22:10:51 +0530 Subject: [PATCH 35/40] Removing pragma warnings --- src/mlpack/core/data/image_info.hpp | 6 ------ 1 file changed, 6 deletions(-) diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index 56bcb8a0a5..52217ccd0b 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -10,10 +10,6 @@ * http://www.opensource.org/licenses/BSD-3-Clause for more information. */ -// To remove unused functions warnings. -#pragma GCC diagnostic push -#pragma GCC diagnostic ignored "-Wunused-function" - #ifndef MLPACK_CORE_DATA_IMAGE_INFO_HPP #define MLPACK_CORE_DATA_IMAGE_INFO_HPP @@ -107,5 +103,3 @@ class ImageInfo #endif // HAS_STB. #endif - -#pragma GCC diagnostic pop From 25a0a3cc7395571741e07abb3c95d01987596e72 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 1 Aug 2019 16:00:15 +0530 Subject: [PATCH 36/40] Updated History.md, error handling for HAS_STB == false --- COPYRIGHT.txt | 1 + HISTORY.md | 28 +++++++++++++++++++++++++++- doc/tutorials/image/image.txt | 2 +- src/mlpack/core/data/load.hpp | 22 ++++++++++++++++++++++ src/mlpack/core/data/save.hpp | 21 +++++++++++++++++++++ src/mlpack/core/data/save_impl.hpp | 3 +-- 6 files changed, 73 insertions(+), 4 deletions(-) diff --git a/COPYRIGHT.txt b/COPYRIGHT.txt index adcbd7fbe8..153f09348e 100644 --- a/COPYRIGHT.txt +++ b/COPYRIGHT.txt @@ -113,6 +113,7 @@ Copyright: Copyright 2019, Dan Timson Copyright 2019, Miguel Canteras Copyright 2019, Bishwa Karki + Copyright 2019, Mehul Kumar Nirala License: BSD-3-clause All rights reserved. diff --git a/HISTORY.md b/HISTORY.md index ae44e3e700..86468fab08 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -1,5 +1,30 @@ -### mlpack 3.1.1 +### mlpack 4.0.0 ###### ????-??-?? + * Added support for loading and saving of images (#1903). + + * Add Multiple Pole Balancing Environment (#1901, #1951). + + * Added functionality for scaling of data (#1876); see the command-line + binding `mlpack_preprocess_scale` or Python binding `preprocess_scale()`. + + * Add new parameter `maximum_depth` to decision tree and random forest + bindings (#1916). + + * Fix prediction output of softmax regression when test set accuracy is + calculated (#1922). + + * Action struct in continuous RL environments now stores the action as a + `double` instead of `double[1]` (#1941, #1931). + + * Pendulum environment now checks for termination. All RL environments now + have an option to terminate after a set number of time steps (no limit + by default) (#1941). + + * Add support for probabilistic KDE (kernel density estimation) error bounds + when using the Gaussian kernel (#1934). + +### mlpack 3.1.1 +###### 2019-05-26 * Fix random forest bug for numerical-only data (#1887). * Significant speedups for random forest (#1887). @@ -606,3 +631,4 @@ * Initial release. See any resolved tickets numbered less than #196 or execute this query: http://www.mlpack.org/trac/query?status=closed&milestone=mlpack+1.0.0 + diff --git a/doc/tutorials/image/image.txt b/doc/tutorials/image/image.txt index 3c05e09f04..8a635bf260 100644 --- a/doc/tutorials/image/image.txt +++ b/doc/tutorials/image/image.txt @@ -24,7 +24,7 @@ This tutorial is split into the following sections: @section model_api_imagetut Model API -Image utilities supports loading and saving of image. +Image utilities supports loading and saving of images. It supports filetypes "jpg", "png", "tga","bmp", "psd", "gif", "hdr", "pic", "pnm" for loading and "jpg", "png", "tga", "bmp", "hdr" for saving. diff --git a/src/mlpack/core/data/load.hpp b/src/mlpack/core/data/load.hpp index 90b5940e47..31db867a82 100644 --- a/src/mlpack/core/data/load.hpp +++ b/src/mlpack/core/data/load.hpp @@ -305,6 +305,28 @@ bool Load(const std::vector& files, ImageInfo& info, const bool fatal = false, const bool transpose = true); +#else +class ImageInfo { }; + +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Load(): HAS_STB is not defined, so STB is not available and images cannot be loaded!"); +} + +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Load(): HAS_STB is not defined, so STB is not available and images cannot be loaded!"); +} #endif // HAS_STB. } // namespace data diff --git a/src/mlpack/core/data/save.hpp b/src/mlpack/core/data/save.hpp index 3b87dcdd76..cbbe10b912 100644 --- a/src/mlpack/core/data/save.hpp +++ b/src/mlpack/core/data/save.hpp @@ -105,6 +105,27 @@ bool Save(const std::vector& files, ImageInfo& info, const bool fatal = false, const bool transpose = true); +#else + +template +bool Save(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Save(): HAS_STB is not defined, so STB is not available and images cannot be saved!"); +} + +template +bool Save(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Save(): HAS_STB is not defined, so STB is not available and images cannot be saved!"); +} #endif // HAS_STB. } // namespace data diff --git a/src/mlpack/core/data/save_impl.hpp b/src/mlpack/core/data/save_impl.hpp index dd526c7845..656325f0de 100644 --- a/src/mlpack/core/data/save_impl.hpp +++ b/src/mlpack/core/data/save_impl.hpp @@ -358,8 +358,7 @@ bool Save(const std::string& filename, Timer::Stop("saving_image"); if (fatal) Log::Fatal << e.what() << std::endl; - else - Log::Warn << e.what() << std::endl; + Log::Warn << e.what() << std::endl; return false; } Timer::Stop("saving_image"); From 1ca7f2710ff4f29953bab3bc8fbccb856d20162a Mon Sep 17 00:00:00 2001 From: mulx10 Date: Sun, 4 Aug 2019 02:11:31 +0530 Subject: [PATCH 37/40] Added jpeg file types --- src/mlpack/core/data/image_info_impl.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/mlpack/core/data/image_info_impl.hpp b/src/mlpack/core/data/image_info_impl.hpp index 0fabbf7a75..dac80d163e 100644 --- a/src/mlpack/core/data/image_info_impl.hpp +++ b/src/mlpack/core/data/image_info_impl.hpp @@ -22,7 +22,7 @@ namespace mlpack { namespace data { static const std::vector loadFileTypes({"jpg", "png", "tga", - "bmp", "psd", "gif", "hdr", "pic", "pnm"}); + "bmp", "psd", "gif", "hdr", "pic", "pnm", "jpeg"}); static const std::vector saveFileTypes({"jpg", "png", "tga", "bmp", "hdr"}); From c08314a6ee21b351bba9c0e44f7b40ba4ad06439 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 6 Aug 2019 14:08:05 +0530 Subject: [PATCH 38/40] Style checks --- src/mlpack/core/data/load.hpp | 8 +++++--- src/mlpack/core/data/save.hpp | 8 +++++--- 2 files changed, 10 insertions(+), 6 deletions(-) diff --git a/src/mlpack/core/data/load.hpp b/src/mlpack/core/data/load.hpp index 31db867a82..551823c2e0 100644 --- a/src/mlpack/core/data/load.hpp +++ b/src/mlpack/core/data/load.hpp @@ -305,7 +305,7 @@ bool Load(const std::vector& files, ImageInfo& info, const bool fatal = false, const bool transpose = true); -#else +#else class ImageInfo { }; template @@ -315,7 +315,8 @@ bool Load(const std::string& filename, const bool fatal = false, const bool transpose = true) { - throw std::runtime_error("Load(): HAS_STB is not defined, so STB is not available and images cannot be loaded!"); + throw std::runtime_error("Load(): HAS_STB is not defined, " + "so STB is not available and images cannot be loaded!"); } template @@ -325,7 +326,8 @@ bool Load(const std::vector& files, const bool fatal = false, const bool transpose = true) { - throw std::runtime_error("Load(): HAS_STB is not defined, so STB is not available and images cannot be loaded!"); + throw std::runtime_error("Load(): HAS_STB is not defined, " + "so STB is not available and images cannot be loaded!"); } #endif // HAS_STB. diff --git a/src/mlpack/core/data/save.hpp b/src/mlpack/core/data/save.hpp index cbbe10b912..78a2bd6bc4 100644 --- a/src/mlpack/core/data/save.hpp +++ b/src/mlpack/core/data/save.hpp @@ -105,7 +105,7 @@ bool Save(const std::vector& files, ImageInfo& info, const bool fatal = false, const bool transpose = true); -#else +#else template bool Save(const std::string& filename, @@ -114,7 +114,8 @@ bool Save(const std::string& filename, const bool fatal = false, const bool transpose = true) { - throw std::runtime_error("Save(): HAS_STB is not defined, so STB is not available and images cannot be saved!"); + throw std::runtime_error("Save(): HAS_STB is not defined, " + "so STB is not available and images cannot be saved!"); } template @@ -124,7 +125,8 @@ bool Save(const std::vector& files, const bool fatal = false, const bool transpose = true) { - throw std::runtime_error("Save(): HAS_STB is not defined, so STB is not available and images cannot be saved!"); + throw std::runtime_error("Save(): HAS_STB is not defined, " + "so STB is not available and images cannot be saved!"); } #endif // HAS_STB. From 3942efcce84aa0f6c0e320545b6f9be3344b1d61 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Wed, 7 Aug 2019 20:38:37 +0530 Subject: [PATCH 39/40] Added error messages in impl --- src/mlpack/core/data/image_info.hpp | 9 +++++--- src/mlpack/core/data/load.hpp | 23 ------------------- src/mlpack/core/data/load_image_impl.hpp | 29 +++++++++++++++++++++--- src/mlpack/core/data/save.hpp | 22 ------------------ src/mlpack/core/data/save_impl.hpp | 22 ++++++++++++++++++ 5 files changed, 54 insertions(+), 51 deletions(-) diff --git a/src/mlpack/core/data/image_info.hpp b/src/mlpack/core/data/image_info.hpp index 52217ccd0b..cd8c86ee8e 100644 --- a/src/mlpack/core/data/image_info.hpp +++ b/src/mlpack/core/data/image_info.hpp @@ -13,7 +13,6 @@ #ifndef MLPACK_CORE_DATA_IMAGE_INFO_HPP #define MLPACK_CORE_DATA_IMAGE_INFO_HPP -#ifdef HAS_STB // Compile this only if stb is present. #include @@ -30,6 +29,8 @@ namespace mlpack { namespace data { +#ifdef HAS_STB // Compile this only if stb is present. + /** * Checks if the given image filename is supported. * @@ -93,6 +94,10 @@ class ImageInfo // Compression of the image if saved as jpg (0 - 100). size_t quality; }; +#else +class ImageInfo { }; + +#endif // HAS_STB. } // namespace data } // namespace mlpack @@ -100,6 +105,4 @@ class ImageInfo // Include implementation of Image. #include "image_info_impl.hpp" -#endif // HAS_STB. - #endif diff --git a/src/mlpack/core/data/load.hpp b/src/mlpack/core/data/load.hpp index 551823c2e0..d4c8349f9a 100644 --- a/src/mlpack/core/data/load.hpp +++ b/src/mlpack/core/data/load.hpp @@ -305,30 +305,7 @@ bool Load(const std::vector& files, ImageInfo& info, const bool fatal = false, const bool transpose = true); -#else -class ImageInfo { }; -template -bool Load(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true) -{ - throw std::runtime_error("Load(): HAS_STB is not defined, " - "so STB is not available and images cannot be loaded!"); -} - -template -bool Load(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true) -{ - throw std::runtime_error("Load(): HAS_STB is not defined, " - "so STB is not available and images cannot be loaded!"); -} #endif // HAS_STB. } // namespace data diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index a2bac6cc28..e4fa8230af 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -13,7 +13,6 @@ #ifndef MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP #define MLPACK_CORE_DATA_LOAD_IMAGE_IMPL_HPP -#ifdef HAS_STB // Compile this only if stb is present. // In case it hasn't been included yet. #include "load.hpp" @@ -21,6 +20,8 @@ namespace mlpack { namespace data { +#ifdef HAS_STB // Compile this only if stb is present. + // Image loading API. template bool Load(const std::string& filename, @@ -118,9 +119,31 @@ bool Load(const std::vector& files, return status; } +#else // No STB. +template +bool Load(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Load(): HAS_STB is not defined, " + "so STB is not available and images cannot be loaded!"); +} + +template +bool Load(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Load(): HAS_STB is not defined, " + "so STB is not available and images cannot be loaded!"); +} +#endif // HAS_STB. + } // namespace data } // namespace mlpack -#endif // HAS_STB. - #endif diff --git a/src/mlpack/core/data/save.hpp b/src/mlpack/core/data/save.hpp index 78a2bd6bc4..8a3c1845cd 100644 --- a/src/mlpack/core/data/save.hpp +++ b/src/mlpack/core/data/save.hpp @@ -105,29 +105,7 @@ bool Save(const std::vector& files, ImageInfo& info, const bool fatal = false, const bool transpose = true); -#else -template -bool Save(const std::string& filename, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true) -{ - throw std::runtime_error("Save(): HAS_STB is not defined, " - "so STB is not available and images cannot be saved!"); -} - -template -bool Save(const std::vector& files, - arma::Mat& matrix, - ImageInfo& info, - const bool fatal = false, - const bool transpose = true) -{ - throw std::runtime_error("Save(): HAS_STB is not defined, " - "so STB is not available and images cannot be saved!"); -} #endif // HAS_STB. } // namespace data diff --git a/src/mlpack/core/data/save_impl.hpp b/src/mlpack/core/data/save_impl.hpp index 656325f0de..18a61530a5 100644 --- a/src/mlpack/core/data/save_impl.hpp +++ b/src/mlpack/core/data/save_impl.hpp @@ -400,6 +400,28 @@ bool Save(const std::vector& files, } return status; } +#else +template +bool Save(const std::string& filename, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Save(): HAS_STB is not defined, " + "so STB is not available and images cannot be saved!"); +} + +template +bool Save(const std::vector& files, + arma::Mat& matrix, + ImageInfo& info, + const bool fatal = false, + const bool transpose = true) +{ + throw std::runtime_error("Save(): HAS_STB is not defined, " + "so STB is not available and images cannot be saved!"); +} #endif // HAS_STB. } // namespace data From 278a7daff47448c6bc15f4ba1b199cafdf61732c Mon Sep 17 00:00:00 2001 From: mulx10 Date: Wed, 7 Aug 2019 20:40:54 +0530 Subject: [PATCH 40/40] Added doc --- src/mlpack/core/data/load.hpp | 21 +++++++++++++++++++++ src/mlpack/core/data/save.hpp | 21 +++++++++++++++++++++ 2 files changed, 42 insertions(+) diff --git a/src/mlpack/core/data/load.hpp b/src/mlpack/core/data/load.hpp index d4c8349f9a..7974227409 100644 --- a/src/mlpack/core/data/load.hpp +++ b/src/mlpack/core/data/load.hpp @@ -292,6 +292,17 @@ bool Load(const std::string& filename, * Image load/save interfaces. */ #ifdef HAS_STB + +/** + * Load the image file into the given matrix. + * + * @param filename Name of the image file. + * @param matrix Matrix to load the image into. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. + */ template bool Load(const std::string& filename, arma::Mat& matrix, @@ -299,6 +310,16 @@ bool Load(const std::string& filename, const bool fatal = false, const bool transpose = true); +/** + * Load the image file into the given matrix. + * + * @param files A vector consisting of filenames. + * @param matrix Matrix to save the image from. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. + */ template bool Load(const std::vector& files, arma::Mat& matrix, diff --git a/src/mlpack/core/data/save.hpp b/src/mlpack/core/data/save.hpp index 8a3c1845cd..121265ac81 100644 --- a/src/mlpack/core/data/save.hpp +++ b/src/mlpack/core/data/save.hpp @@ -92,6 +92,17 @@ bool Save(const std::string& filename, format f = format::autodetect); #ifdef HAS_STB + +/** + * Save the image file from the given matrix. + * + * @param filename Name of the image file. + * @param matrix Matrix to save the image from. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. + */ template bool Save(const std::string& filename, arma::Mat& matrix, @@ -99,6 +110,16 @@ bool Save(const std::string& filename, const bool fatal = false, const bool transpose = true); +/** + * Save the image file from the given matrix. + * + * @param files A vector consisting of filenames. + * @param matrix Matrix to save the image from. + * @param info An object of ImageInfo class. + * @param fatal If an error should be reported as fatal (default false). + * @param transpose If true, transpose the matrix after loading. + * @return Boolean value indicating success or failure of load. + */ template bool Save(const std::vector& files, arma::Mat& matrix,

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z&BydX6bg%o&ZBYMg--&Qle?J!Ja|4vbeJRD+K7+{32T6m3E9pe1QJQC#F}UhhQX6h zzzIQ`WWE3D%j3JdyRX(a@6+M#<}xjDpG>nOLdYV`+tf-+O>P^u;nFRw{qbdv=37e% z2N8-?o^m%{L*)e+fV#hF}0E!?L~Q;Drvr#U{47W?jfyA0QB-`dqJXpb>^XI);~ZcM}6 z=ddwEl5O3BXc*6t*Tmj5Ntw{(Rao7KIa91*>}sy2Nl_Fb44;&Ra`^O+U^lzb@cw$E zx%uQVT5m5TE#RO@@R;n}g3TrXv&4>9cl7qOU)LsS)1$+~GkiBs>Oyg20k(@zcT;ZS zR6+uNv8e@-QWEEwA=UJe!C&G)HZIEqny?VfBE6l=FWu(==N-`G&$v*}&GV`M45!2-uK`-BQkJAxnu6dTo)&cDF1hX@-w*?mXJ+ zF=r=c*6^jk5G>Qi927H}u|!PB7Ttp)1}vaQ$8z92qpDDf?S*1E5J;fO&Im$iz-$(h zIc15gRt1s*EWwdv3OgAm3Hqx-ArzwK!3#+u$}_9!nP&G5v3*1-Ab^}aB7`YI!Ci?A z7-So9rkp?p(ZEai200K&d!x~43Otb+?;S{yj_eVmV;i14JO?ssNwm9V#E893AvX?O z;Av(61hcRa{uM|eR#L?-93Qp0Y} z6{y@n zYh@Wtb6yE5Q8XAKT8N3ramqxT6=5!r@Xo{>ZSEMQjApa@&3wCVP2u3{)~(Y%;zEA? zbnCOb+176`pvK%t@2ETems3kFWdd*nB#cB*}!~hDkBHZ(Wkogh38@t<~2zcc;@k&C7as zzPmrJhr>Z|C@S!5W06#k%=mZz?%(~pfA@b&|36`9$wH+@6*vF@002ovPDHLkV1m8_ B +#include +#include +#include + +using namespace mlpack; +using namespace std; + +BOOST_AUTO_TEST_SUITE(ImageLoadTest); + +/** + * Test the invalid extension. + */ +BOOST_AUTO_TEST_CASE(LoadInvalidExtensionFile) +{ + data::LoadImage loader; + arma::Mat img; + BOOST_REQUIRE_THROW(loader.Load("invalidExtendion.p4ng", + std::move(img)), std::runtime_error); +} + +/** + * Test the images is loaded correctly into the matrix. + */ +BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromFile) +{ + data::LoadImage loader; + + // Matrix to load contents of file into. + arma::Mat img; + BOOST_REQUIRE(loader.Load("test_image.png", std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels + BOOST_REQUIRE_EQUAL(img.n_rows, 1); +} + +/** + * Test all the images in dir are loaded correctly. + */ +BOOST_AUTO_TEST_CASE(LoadImageIntoMatrixFromDir) +{ + data::LoadImage loader; + + // Matrix to load contents of dir into. + arma::Mat img; + BOOST_REQUIRE(loader.LoadDIR(".", std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_rows, 1); +} + +/** + * Test height, width and channels are correctly loaded. + */ +BOOST_AUTO_TEST_CASE(GetImageHeightWidthChannels) +{ + data::LoadImage loader; + + // Matrix to load contents of dir into. + arma::Mat img; + int height, width, channels; + + BOOST_REQUIRE(loader.Load("test_image.png", std::move(img), + &width, &height, &channels) == true); + BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_rows, 1); + BOOST_REQUIRE_EQUAL(width, 512); + BOOST_REQUIRE_EQUAL(height, 512); + BOOST_REQUIRE_EQUAL(channels, 3); +} + +/** + * Test loading images from a vector containing image file names. + */ +BOOST_AUTO_TEST_CASE(LoadImagesInVector) +{ + data::LoadImage loader; + + // Matrix to load contents of dir into. + arma::Mat img; + + std::vector files{"test_image.png","test_image.png", + "test_image.png"}; + BOOST_REQUIRE(loader.Load(files, std::move(img)) == true); + BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. + BOOST_REQUIRE_EQUAL(img.n_rows, files.size()); +} + +BOOST_AUTO_TEST_SUITE_END(); From e4106a14160705867fd7101fe959f8c4c78e3d7d Mon Sep 17 00:00:00 2001 From: mulx10 Date: Tue, 28 May 2019 17:26:54 +0530 Subject: [PATCH 05/40] style checks and license --- LICENSE.txt | 4 ++++ src/mlpack/core/data/load_image.hpp | 6 ++---- src/mlpack/core/data/load_image_impl.hpp | 20 +++++++++----------- src/mlpack/tests/image_load_test.cpp | 5 +++-- 4 files changed, 18 insertions(+), 17 deletions(-) diff --git a/LICENSE.txt b/LICENSE.txt index d28fe33a7d..51889c1bc4 100644 --- a/LICENSE.txt +++ b/LICENSE.txt @@ -12,6 +12,10 @@ licensed under the Boost Software License, version 1.0. This code is found in src/mlpack/core/boost_backport/ and more details on the licensing are available there. +mlpack contains some usage of the source code of stb, which is licensed +under the MIT License and the Public Domain (www.unlicense.org). This code +is used in src/mlpack/core/data/load_image.hpp. + ---- Copyright (c) 2007-2018, mlpack contributors (see COPYRIGHT.txt) All rights reserved. diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 3020778a3c..0f5c8b10bd 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -48,7 +48,7 @@ namespace data { class LoadImage { -public: + public: LoadImage(); /** @@ -119,8 +119,7 @@ public: ~LoadImage(); -private: - + private: // To store supported image types. std::vector fileTypes; @@ -132,7 +131,6 @@ private: // To store channels. int channels; - }; } // namespace data diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index 0445e4ebb6..e7174ef86e 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -28,7 +28,7 @@ LoadImage::LoadImage(): // Declare supported file types. fileTypes.insert(fileTypes.end(), - {"jpg","png","tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); + {"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); } LoadImage::LoadImage(int width, @@ -42,7 +42,7 @@ LoadImage::LoadImage(int width, // Declare supported file types. fileTypes.insert(fileTypes.end(), - {"jpg","png","tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); + {"jpg", "png", "tga", "bmp", "psd", "gif", "hdr", "pic", "pnm"}); } LoadImage::~LoadImage() @@ -51,9 +51,9 @@ LoadImage::~LoadImage() } bool LoadImage::isImageFile(std::string fileName) -{ +{ // Iterate over all supported file types. - for (auto extension: fileTypes){ + for (auto extension : fileTypes){ std::transform(extension.begin(), extension.end(), extension.begin(), ::tolower); if (extension == Extension(fileName)) @@ -69,15 +69,13 @@ bool LoadImage::Load(std::string fileName, int *channels) { unsigned char *image; - char fileNameTemp[fileName.size() + 1]; - strcpy(fileNameTemp, fileName.c_str()); if (!isImageFile(fileName)) { std::ostringstream oss; oss << "File type " << Extension(fileName) << " not supported.\n"; oss << "Cuurently it supports "; - for (auto extension: fileTypes) + for (auto extension : fileTypes) oss << " " << extension; oss << std::endl; throw std::runtime_error(oss.str()); @@ -88,7 +86,7 @@ bool LoadImage::Load(std::string fileName, // For grayscale images if (*channels == 1) { - image = stbi_load(fileNameTemp, + image = stbi_load(fileName.c_str(), width, height, channels, @@ -96,7 +94,7 @@ bool LoadImage::Load(std::string fileName, } else { - image = stbi_load(fileNameTemp, + image = stbi_load(fileName.c_str(), width, height, channels, @@ -115,7 +113,7 @@ bool LoadImage::Load(std::string fileName, int size = (*width)*(*height)*(*channels); // Copy memory location into armadillo Mat. - outputMatrix = arma::Mat(image, 1, size, false, true ); + outputMatrix = arma::Mat(image, 1, size, false, true); return true; } @@ -180,7 +178,7 @@ bool LoadImage::Load(std::vector& files, bool LoadImage::LoadDIR(std::string dirPath, arma::Mat&& outputMatrix) { - boost::filesystem::path p (dirPath); + boost::filesystem::path p(dirPath); boost::filesystem::directory_iterator end_itr; diff --git a/src/mlpack/tests/image_load_test.cpp b/src/mlpack/tests/image_load_test.cpp index 713673c7fe..a52906efd3 100644 --- a/src/mlpack/tests/image_load_test.cpp +++ b/src/mlpack/tests/image_load_test.cpp @@ -89,8 +89,9 @@ BOOST_AUTO_TEST_CASE(LoadImagesInVector) // Matrix to load contents of dir into. arma::Mat img; - std::vector files{"test_image.png","test_image.png", - "test_image.png"}; + std::vector files{"test_image.png", + "test_image.png", + "test_image.png"}; BOOST_REQUIRE(loader.Load(files, std::move(img)) == true); BOOST_REQUIRE_EQUAL(img.n_cols, 512 * 512 * 3); // width * height * channels. BOOST_REQUIRE_EQUAL(img.n_rows, files.size()); From b95450da700a14bde24c0588f6578410114a3a41 Mon Sep 17 00:00:00 2001 From: mulx10 Date: Thu, 30 May 2019 10:09:07 +0530 Subject: [PATCH 06/40] Reduced image size. Changed to std:experimental::filesystem. Incorporated style checks. --- CMakeLists.txt | 2 -- src/mlpack/core/data/load_image.hpp | 38 ++++++++++++++--------- src/mlpack/core/data/load_image_impl.hpp | 32 +++++++++---------- src/mlpack/tests/data/test_image.png | Bin 473831 -> 6597 bytes src/mlpack/tests/image_load_test.cpp | 23 ++++++++------ 5 files changed, 51 insertions(+), 44 deletions(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 08c6bff79a..b81d907e51 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -416,8 +416,6 @@ find_package(Boost 1.49 program_options unit_test_framework serialization - system - filesystem REQUIRED ) diff --git a/src/mlpack/core/data/load_image.hpp b/src/mlpack/core/data/load_image.hpp index 0f5c8b10bd..f7755b1334 100644 --- a/src/mlpack/core/data/load_image.hpp +++ b/src/mlpack/core/data/load_image.hpp @@ -18,7 +18,10 @@ #include #include #include -#include + +#ifdef HAS_FILESYSTEM +#include +#endif #include "extension.hpp" @@ -31,6 +34,11 @@ namespace data { /** * Loads a matrix with image. It also supports loading image from * an entire directory. + * @code + * arma::Mat img; + * data::LoadImage loader; + * loader.Load("test_image.png", std::move(img)); + * @endcode * * The supported types of files are: * @@ -45,18 +53,20 @@ namespace data { * - PIC (Softimage PIC) * - PNM (PPM and PGM binary only). */ - class LoadImage { public: + /** + * LoadImage default constructor. + */ LoadImage(); /** - * LoadImage constructor. + * Instantiate the LoadImage object with the image width, height, channels.. * - * @param width Matrix width for output matrix. - * @param height Matrix height for output matrix. - * @param channels Matrix channels for output matrix. + * @param width Matrix width for the output matrix. + * @param height Matrix height for the output matrix. + * @param channels Matrix channels for the output matrix. */ LoadImage(int width, int height, int channels); @@ -66,22 +76,19 @@ class LoadImage * @param filename Name of the image file. * @return Boolean value indicating success if it is an image. */ - bool isImageFile(std::string fileName); - + bool IsImageFile(std::string& fileName); /** * Load the image file into the given matrix. - * Throws exceptions on errors. * * @param fileName Name of the image file. * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool Load(std::string fileName, arma::Mat&& outputMatrix); + bool Load(std::string& fileName, arma::Mat&& outputMatrix); /** * Load the image file into the given matrix. - * Throws exceptions on errors. * * @param fileName Name of the image file. * @param width Width of the image file. @@ -90,7 +97,7 @@ class LoadImage * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool Load(std::string fileName, + bool Load(std::string& fileName, arma::Mat&& outputMatrix, int *width, int *height, @@ -98,7 +105,6 @@ class LoadImage /** * Load the image file into the given matrix. - * Throws exceptions on errors. * * @param files A vector containing names of the image file to be loaded. * @param outputMatrix Matrix to load into. @@ -109,14 +115,16 @@ class LoadImage /** * Load the image file into the given matrix. - * Throws exceptions on errors. * * @param dirPath Path containing the image files. * @param outputMatrix Matrix to load into. * @return Boolean value indicating success or failure of load. */ - bool LoadDIR(std::string dirPath, arma::Mat&& outputMatrix); + bool LoadDIR(std::string& dirPath, arma::Mat&& outputMatrix); + /** + * LoadImage default destructor. + */ ~LoadImage(); private: diff --git a/src/mlpack/core/data/load_image_impl.hpp b/src/mlpack/core/data/load_image_impl.hpp index e7174ef86e..86059ba40f 100644 --- a/src/mlpack/core/data/load_image_impl.hpp +++ b/src/mlpack/core/data/load_image_impl.hpp @@ -50,7 +50,7 @@ LoadImage::~LoadImage() // Do nothing. } -bool LoadImage::isImageFile(std::string fileName) +bool LoadImage::IsImageFile(std::string& fileName) { // Iterate over all supported file types. for (auto extension : fileTypes){ @@ -62,7 +62,7 @@ bool LoadImage::isImageFile(std::string fileName) return false; } -bool LoadImage::Load(std::string fileName, +bool LoadImage::Load(std::string& fileName, arma::Mat&& outputMatrix, int *width, int *height, @@ -70,11 +70,11 @@ bool LoadImage::Load(std::string fileName, { unsigned char *image; - if (!isImageFile(fileName)) + if (!IsImageFile(fileName)) { std::ostringstream oss; oss << "File type " << Extension(fileName) << " not supported.\n"; - oss << "Cuurently it supports "; + oss << "Currently it supports "; for (auto extension : fileTypes) oss << " " << extension; oss << std::endl; @@ -117,7 +117,7 @@ bool LoadImage::Load(std::string fileName, return true; } -bool LoadImage::Load(std::string fileName, +bool LoadImage::Load(std::string& fileName, arma::Mat&& outputMatrix) { int width, height; @@ -175,29 +175,25 @@ bool LoadImage::Load(std::vector& files, return status; } -bool LoadImage::LoadDIR(std::string dirPath, +bool LoadImage::LoadDIR(std::string& dirPath, arma::Mat&& outputMatrix) { - boost::filesystem::path p(dirPath); - - boost::filesystem::directory_iterator end_itr; - std::vector files; - +#ifdef HAS_FILESYSTEM // cycle through the directory - for (boost::filesystem::directory_iterator itr(p); itr != end_itr; ++itr) + for(auto& file : std::experimental::filesystem::directory_iterator(dirPath)) { - // If it's not a directory, list it. If you want to list directories too, - // just remove this check. - if (boost::filesystem::is_regular_file(itr->path())) { - std::string currentFile = itr->path().string(); + // If it's not a directory, list it. + if (std::experimental::filesystem::is_regular_file(file)) { // Load only image files in the directory. - if (isImageFile(currentFile)) + if (IsImageFile(currentFile)) files.push_back(currentFile); } } - return Load(files, std::move(outputMatrix)); +#else + return false; +#endif } } // namespace data diff --git a/src/mlpack/tests/data/test_image.png b/src/mlpack/tests/data/test_image.png index 59ef68aabd033341028ccd2b1f6c5871c02b9d7b..5a29595a1ed260ea7a49d5836289a1e2bd0832e8 100644 GIT binary patch literal 6597 zcmV;$89L^PP)`S%6)B!)_&Sgl<>mwS8nSj=GvMOX?( znPnkU0|GOFu!b0wRgMq{1tLlSrhv~CWk5kGI7ASt&{G;kp@cbKq9AOYo~0}T5rhnZ zAW%30#B`^{lkF`VAAB=mQOs}@37aAX1p+86tL7PX@cct}DFqZzEY7e*UT^=~AM;uk z0!$DFnbY0uTs6gy7h&RC0wP>g-Io 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