diff --git a/src/armnnDeserializer/Deserializer.cpp b/src/armnnDeserializer/Deserializer.cpp
index ed110ad..d62751d 100644
--- a/src/armnnDeserializer/Deserializer.cpp
+++ b/src/armnnDeserializer/Deserializer.cpp
@@ -201,6 +201,7 @@
     m_ParserFunctions[Layer_MaximumLayer]                = &Deserializer::ParseMaximum;
     m_ParserFunctions[Layer_MeanLayer]                   = &Deserializer::ParseMean;
     m_ParserFunctions[Layer_MinimumLayer]                = &Deserializer::ParseMinimum;
+    m_ParserFunctions[Layer_MergerLayer]                 = &Deserializer::ParseMerger;
     m_ParserFunctions[Layer_MultiplicationLayer]         = &Deserializer::ParseMultiplication;
     m_ParserFunctions[Layer_NormalizationLayer]          = &Deserializer::ParseNormalization;
     m_ParserFunctions[Layer_PadLayer]                    = &Deserializer::ParsePad;
@@ -255,6 +256,8 @@
             return graphPtr->layers()->Get(layerIndex)->layer_as_MinimumLayer()->base();
         case Layer::Layer_MaximumLayer:
             return graphPtr->layers()->Get(layerIndex)->layer_as_MaximumLayer()->base();
+        case Layer::Layer_MergerLayer:
+            return graphPtr->layers()->Get(layerIndex)->layer_as_MergerLayer()->base();
         case Layer::Layer_MultiplicationLayer:
             return graphPtr->layers()->Get(layerIndex)->layer_as_MultiplicationLayer()->base();
         case Layer::Layer_NormalizationLayer:
@@ -1111,6 +1114,45 @@
     RegisterOutputSlots(graph, layerIndex, layer);
 }
 
+void Deserializer::ParseMerger(GraphPtr graph, unsigned int layerIndex)
+{
+    CHECK_LAYERS(graph, 0, layerIndex);
+    CHECK_LOCATION();
+
+    auto outputs = GetOutputs(graph, layerIndex);
+    CHECK_VALID_SIZE(outputs.size(), 1);
+
+    auto mergerLayer = graph->layers()->Get(layerIndex)->layer_as_MergerLayer();
+    auto layerName = GetLayerName(graph, layerIndex);
+    auto mergerDescriptor = mergerLayer->descriptor();
+    unsigned int numViews = mergerDescriptor->numViews();
+    unsigned int numDimensions = mergerDescriptor->numDimensions();
+
+    // can now check the number of inputs == number of views
+    auto inputs = GetInputs(graph, layerIndex);
+    CHECK_VALID_SIZE(inputs.size(), numViews);
+
+    armnn::OriginsDescriptor descriptor(numViews, numDimensions);
+    auto originsPtr = mergerDescriptor->viewOrigins();
+    for (unsigned int v = 0; v < numViews; ++v)
+    {
+        auto originPtr = originsPtr->Get(v);
+        for (unsigned int d = 0; d < numDimensions; ++d)
+        {
+            uint32_t value = originPtr->data()->Get(d);
+            descriptor.SetViewOriginCoord(v, d, value);
+        }
+    }
+    descriptor.SetConcatAxis(mergerDescriptor->concatAxis());
+
+    IConnectableLayer* layer = m_Network->AddMergerLayer(descriptor, layerName.c_str());
+    armnn::TensorInfo outputTensorInfo = ToTensorInfo(outputs[0]);
+    layer->GetOutputSlot(0).SetTensorInfo(outputTensorInfo);
+
+    RegisterInputSlots(graph, layerIndex, layer);
+    RegisterOutputSlots(graph, layerIndex, layer);
+}
+
 void Deserializer::ParseMultiplication(GraphPtr graph, unsigned int layerIndex)
 {
     CHECK_LAYERS(graph, 0, layerIndex);
diff --git a/src/armnnDeserializer/Deserializer.hpp b/src/armnnDeserializer/Deserializer.hpp
index e837a08..d085946 100644
--- a/src/armnnDeserializer/Deserializer.hpp
+++ b/src/armnnDeserializer/Deserializer.hpp
@@ -89,6 +89,7 @@
     void ParseMaximum(GraphPtr graph, unsigned int layerIndex);
     void ParseMean(GraphPtr graph, unsigned int layerIndex);
     void ParseMinimum(GraphPtr graph, unsigned int layerIndex);
+    void ParseMerger(GraphPtr graph, unsigned int layerIndex);
     void ParseMultiplication(GraphPtr graph, unsigned int layerIndex);
     void ParseNormalization(GraphPtr graph, unsigned int layerIndex);
     void ParsePad(GraphPtr graph, unsigned int layerIndex);
diff --git a/src/armnnDeserializer/DeserializerSupport.md b/src/armnnDeserializer/DeserializerSupport.md
index 0f3d91d..3762134 100644
--- a/src/armnnDeserializer/DeserializerSupport.md
+++ b/src/armnnDeserializer/DeserializerSupport.md
@@ -21,6 +21,7 @@
 * Greater
 * Maximum
 * Mean
+* Merger
 * Minimum
 * Multiplication
 * Normalization