diff --git a/src/armnnSerializer/Serializer.cpp b/src/armnnSerializer/Serializer.cpp
index ba4b369..57228c4 100644
--- a/src/armnnSerializer/Serializer.cpp
+++ b/src/armnnSerializer/Serializer.cpp
@@ -4,9 +4,15 @@
 //
 
 #include "Serializer.hpp"
+
+#include "SerializerUtils.hpp"
+
 #include <armnn/ArmNN.hpp>
+
 #include <iostream>
+
 #include <Schema_generated.h>
+
 #include <flatbuffers/util.h>
 
 using namespace armnn;
@@ -16,25 +22,6 @@
 namespace armnnSerializer
 {
 
-serializer::DataType GetFlatBufferDataType(DataType dataType)
-{
-    switch (dataType)
-    {
-        case DataType::Float32:
-            return serializer::DataType::DataType_Float32;
-        case DataType::Float16:
-            return serializer::DataType::DataType_Float16;
-        case DataType::Signed32:
-            return serializer::DataType::DataType_Signed32;
-        case DataType::QuantisedAsymm8:
-            return serializer::DataType::DataType_QuantisedAsymm8;
-        case DataType::Boolean:
-            return serializer::DataType::DataType_Boolean;
-        default:
-            return serializer::DataType::DataType_Float16;
-    }
-}
-
 uint32_t SerializerVisitor::GetSerializedId(unsigned int guid)
 {
     std::pair<unsigned int, uint32_t> guidPair(guid, m_layerId);
@@ -140,6 +127,33 @@
     CreateAnyLayer(flatBufferSoftmaxLayer.o, serializer::Layer::Layer_SoftmaxLayer);
 }
 
+void SerializerVisitor::VisitPooling2dLayer(const IConnectableLayer* layer,
+                                            const Pooling2dDescriptor& pooling2dDescriptor,
+                                            const char* name)
+{
+    auto fbPooling2dBaseLayer  = CreateLayerBase(layer, serializer::LayerType::LayerType_Pooling2d);
+    auto fbPooling2dDescriptor = serializer::CreatePooling2dDescriptor(
+        m_flatBufferBuilder,
+        GetFlatBufferPoolingAlgorithm(pooling2dDescriptor.m_PoolType),
+        pooling2dDescriptor.m_PadLeft,
+        pooling2dDescriptor.m_PadRight,
+        pooling2dDescriptor.m_PadTop,
+        pooling2dDescriptor.m_PadBottom,
+        pooling2dDescriptor.m_PoolWidth,
+        pooling2dDescriptor.m_PoolHeight,
+        pooling2dDescriptor.m_StrideX,
+        pooling2dDescriptor.m_StrideY,
+        GetFlatBufferOutputShapeRounding(pooling2dDescriptor.m_OutputShapeRounding),
+        GetFlatBufferPaddingMethod(pooling2dDescriptor.m_PaddingMethod),
+        GetFlatBufferDataLayout(pooling2dDescriptor.m_DataLayout));
+
+    auto fbPooling2dLayer = serializer::CreatePooling2dLayer(m_flatBufferBuilder,
+                                                             fbPooling2dBaseLayer,
+                                                             fbPooling2dDescriptor);
+
+    CreateAnyLayer(fbPooling2dLayer.o, serializer::Layer::Layer_Pooling2dLayer);
+}
+
 fb::Offset<serializer::LayerBase> SerializerVisitor::CreateLayerBase(const IConnectableLayer* layer,
                                                                      const serializer::LayerType layerType)
 {