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diff --git a/compiler/exo/src/Conversion/MaxPool2DConverter.cpp b/compiler/exo/src/Conversion/MaxPool2DConverter.cpp
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+++ b/compiler/exo/src/Conversion/MaxPool2DConverter.cpp
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+/*
+ * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved
+ *
+ * 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 "MaxPool2DConverter.h"
+
+#include "Dialect/IR/TFLNodes.h"
+#include "GraphBlock.h"
+
+#include <loco.h>
+
+namespace exo
+{
+
+/**
+ * @brief Converts loco::MaxPool2D to locoex::TFLMaxPool2D
+ *
+ * @note  This works similar to AvgPool2DConverter. Please refer to the comment in
+ *        AvgPool2DConverter.
+ */
+bool MaxPool2DConverter::convert(loco::MaxPool2D *origin)
+{
+  auto *graph = origin->graph();
+
+  auto dec = make_feature_decode<FeatureLayout::NHWC>(origin->ifm());
+  auto tfl_max = graph->nodes()->create<locoex::TFLMaxPool2D>();
+  {
+    tfl_max->value(dec);
+
+    // set attributes
+    tfl_max->stride()->w(origin->stride()->horizontal());
+    tfl_max->stride()->h(origin->stride()->vertical());
+
+    tfl_max->filter()->w(origin->window()->horizontal());
+    tfl_max->filter()->h(origin->window()->vertical());
+
+    auto pad = origin->pad();
+    if (pad->bottom() == 0 && pad->top() == 0 && pad->left() == 0 && pad->right() == 0)
+      tfl_max->padding(locoex::Padding::VALID);
+    else
+      // TODO This is necessary, but not sufficient condition. More rigorous check required
+      tfl_max->padding(locoex::Padding::SAME);
+
+    tfl_max->fusedActivationFunction(locoex::FusedActFunc::NONE);
+  }
+
+  auto enc = make_feature_encode<FeatureLayout::NHWC>(tfl_max);
+
+  loco::replace(origin).with(enc);
+  origin->ifm(nullptr);
+
+  return true;
+}
+
+} // namespace exo