diff --git a/src/mlpack/methods/ann/layer/adaptive_max_pooling_impl.hpp b/src/mlpack/methods/ann/layer/adaptive_max_pooling_impl.hpp
index 7be6a68929..8dead7fb29 100644
--- a/src/mlpack/methods/ann/layer/adaptive_max_pooling_impl.hpp
+++ b/src/mlpack/methods/ann/layer/adaptive_max_pooling_impl.hpp
@@ -114,8 +114,8 @@ void AdaptiveMaxPoolingType<MatType>::ComputeOutputDimensions()
   this->outputDimensions[0] = outputWidth;
   this->outputDimensions[1] = outputHeight;
 
-  if (outputWidth < this->inputDimensions[0] ||
-        outputHeight < this->inputDimensions[1])
+  if (outputWidth > this->inputDimensions[0] ||
+        outputHeight > this->inputDimensions[1])
   {
     Log::Fatal << "Given output shape (" << outputWidth << ", "
       << outputHeight << ") is not possible for given input shape ("
diff --git a/src/mlpack/methods/ann/layer/adaptive_mean_pooling_impl.hpp b/src/mlpack/methods/ann/layer/adaptive_mean_pooling_impl.hpp
index dfb3a02807..cd6c2607a6 100644
--- a/src/mlpack/methods/ann/layer/adaptive_mean_pooling_impl.hpp
+++ b/src/mlpack/methods/ann/layer/adaptive_mean_pooling_impl.hpp
@@ -114,8 +114,8 @@ void AdaptiveMeanPoolingType<MatType>::ComputeOutputDimensions()
   this->outputDimensions[0] = outputWidth;
   this->outputDimensions[1] = outputHeight;
 
-  if (outputWidth < this->inputDimensions[0] ||
-        outputHeight < this->inputDimensions[1])
+  if (outputWidth > this->inputDimensions[0] ||
+        outputHeight > this->inputDimensions[1])
   {
     Log::Fatal << "Given output shape (" << outputWidth << ", "
       << outputHeight << ") is not possible for given input shape ("