diff --git a/paddle/gserver/layers/MaxPoolWithMaskLayer.cpp b/paddle/gserver/layers/MaxPoolWithMaskLayer.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..d810a58d9a3aea4333806dc9805d3444c3772ba3
--- /dev/null
+++ b/paddle/gserver/layers/MaxPoolWithMaskLayer.cpp
@@ -0,0 +1,109 @@
+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License. */
+
+#include "MaxPoolWithMaskLayer.h"
+#include "paddle/utils/Logging.h"
+#include "paddle/utils/Stat.h"
+
+namespace paddle {
+
+bool MaxPoolWithMaskLayer::init(const LayerMap& layerMap,
+                                const ParameterMap& parameterMap) {
+  PoolLayer::init(layerMap, parameterMap);
+  setOutput("mask", &mask_);
+  return true;
+}
+
+size_t MaxPoolWithMaskLayer::getSize() {
+  CHECK_EQ(inputLayers_.size(), 1UL);
+  size_t layerSize = 0;
+
+  outputY_ = outputSize(imgSizeY_,
+                        sizeY_,
+                        confPaddingY_,
+                        strideY_,
+                        /* caffeMode */ false);
+  outputX_ = outputSize(imgSize_,
+                        sizeX_,
+                        confPadding_,
+                        stride_,
+                        /* caffeMode */ false);
+
+  layerSize = outputX_ * outputY_ * channels_;
+  getOutput().setFrameHeight(outputY_);
+  getOutput().setFrameWidth(outputX_);
+
+  return layerSize;
+}
+
+void MaxPoolWithMaskLayer::forward(PassType passType) {
+  size_t size = getSize();
+  MatrixPtr inputV = inputLayers_[0]->getOutputValue();
+  int batchSize = inputV->getHeight();
+  resetOutput(batchSize, size);
+
+  MatrixPtr outV = getOutputValue();
+  CHECK_EQ(size, outV->getWidth());
+
+  resetSpecifyOutput(mask_,
+                     batchSize,
+                     size,
+                     /* isValueClean */ false,
+                     /* isGradClean */ true);
+
+  MatrixPtr maskV = mask_.value;
+  outV->maxPoolForward(*inputV,
+                       imgSizeY_,
+                       imgSize_,
+                       channels_,
+                       sizeX_,
+                       sizeY_,
+                       strideY_,
+                       stride_,
+                       outputY_,
+                       outputX_,
+                       confPaddingY_,
+                       confPadding_,
+                       maskV);
+}
+
+void MaxPoolWithMaskLayer::backward(const UpdateCallback& callback) {
+  (void)callback;
+  if (NULL == getInputGrad(0)) {
+    return;
+  }
+
+  MatrixPtr outGrad = getOutputGrad();
+  MatrixPtr inputV = inputLayers_[0]->getOutputValue();
+  MatrixPtr outV = getOutputValue();
+  MatrixPtr inputGrad = inputLayers_[0]->getOutputGrad();
+
+  inputGrad->maxPoolBackward(*inputV,
+                             imgSizeY_,
+                             imgSize_,
+                             *outGrad,
+                             *outV,
+                             sizeX_,
+                             sizeY_,
+                             strideY_,
+                             stride_,
+                             outputY_,
+                             outputX_,
+                             1,
+                             1,
+                             confPaddingY_,
+                             confPadding_);
+}
+
+}  // namespace paddle
diff --git a/paddle/gserver/layers/MaxPoolWithMaskLayer.h b/paddle/gserver/layers/MaxPoolWithMaskLayer.h
new file mode 100644
index 0000000000000000000000000000000000000000..e0174add9d944930289f2bdf78d9f730fd1fcc7d
--- /dev/null
+++ b/paddle/gserver/layers/MaxPoolWithMaskLayer.h
@@ -0,0 +1,40 @@
+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License. */
+
+#pragma once
+
+#include <vector>
+#include "PoolLayer.h"
+#include "paddle/math/Matrix.h"
+
+namespace paddle {
+/**
+ * @brief Basic parent layer of different kinds of pooling
+ */
+class MaxPoolWithMaskLayer : public PoolLayer {
+protected:
+  Argument mask_;
+
+public:
+  explicit MaxPoolWithMaskLayer(const LayerConfig& config)
+      : PoolLayer(config) {}
+
+  size_t getSize();
+
+  void forward(PassType passType) override;
+  void backward(const UpdateCallback& callback = nullptr) override;
+  bool init(const LayerMap& layerMap,
+            const ParameterMap& parameterMap) override;
+};
+}  // namespace paddle