diff --git a/src/mlpack/methods/ann/layer/glimpse_impl.hpp b/src/mlpack/methods/ann/layer/glimpse_impl.hpp
index 774cede8ae..a867656895 100644
--- a/src/mlpack/methods/ann/layer/glimpse_impl.hpp
+++ b/src/mlpack/methods/ann/layer/glimpse_impl.hpp
@@ -224,6 +224,9 @@ void Glimpse<InputDataType, OutputDataType>::serialize(
   ar & BOOST_SERIALIZATION_NVP(depth);
   ar & BOOST_SERIALIZATION_NVP(scale);
   ar & BOOST_SERIALIZATION_NVP(inputWidth);
+  ar & BOOST_SERIALIZATION_NVP(inputHeight);
+  ar & BOOST_SERIALIZATION_NVP(outputWidth);
+  ar & BOOST_SERIALIZATION_NVP(outputHeight);
   ar & BOOST_SERIALIZATION_NVP(location);
 }
 
diff --git a/src/mlpack/methods/ann/layer/max_pooling_impl.hpp b/src/mlpack/methods/ann/layer/max_pooling_impl.hpp
index 0afc01d135..8006fbd7fb 100644
--- a/src/mlpack/methods/ann/layer/max_pooling_impl.hpp
+++ b/src/mlpack/methods/ann/layer/max_pooling_impl.hpp
@@ -148,6 +148,11 @@ void MaxPooling<InputDataType, OutputDataType>::serialize(
   ar & BOOST_SERIALIZATION_NVP(dW);
   ar & BOOST_SERIALIZATION_NVP(dH);
   ar & BOOST_SERIALIZATION_NVP(batchSize);
+  ar & BOOST_SERIALIZATION_NVP(floor);
+  ar & BOOST_SERIALIZATION_NVP(inputWidth);
+  ar & BOOST_SERIALIZATION_NVP(inputHeight);
+  ar & BOOST_SERIALIZATION_NVP(outputWidth);
+  ar & BOOST_SERIALIZATION_NVP(outputHeight);
 }
 
 } // namespace ann
diff --git a/src/mlpack/methods/ann/layer/mean_pooling_impl.hpp b/src/mlpack/methods/ann/layer/mean_pooling_impl.hpp
index a5dfedf175..e7dc4e500a 100644
--- a/src/mlpack/methods/ann/layer/mean_pooling_impl.hpp
+++ b/src/mlpack/methods/ann/layer/mean_pooling_impl.hpp
@@ -122,6 +122,11 @@ void MeanPooling<InputDataType, OutputDataType>::serialize(
   ar & BOOST_SERIALIZATION_NVP(dW);
   ar & BOOST_SERIALIZATION_NVP(dH);
   ar & BOOST_SERIALIZATION_NVP(batchSize);
+  ar & BOOST_SERIALIZATION_NVP(floor);
+  ar & BOOST_SERIALIZATION_NVP(inputWidth);
+  ar & BOOST_SERIALIZATION_NVP(inputHeight);
+  ar & BOOST_SERIALIZATION_NVP(outputWidth);
+  ar & BOOST_SERIALIZATION_NVP(outputHeight);
 }
 
 } // namespace ann