diff --git a/src/armnnSerializer/ArmnnSchema.fbs b/src/armnnSerializer/ArmnnSchema.fbs
index c1e4e38..7d64dca 100644
--- a/src/armnnSerializer/ArmnnSchema.fbs
+++ b/src/armnnSerializer/ArmnnSchema.fbs
@@ -94,7 +94,8 @@
     Permute = 10,
     FullyConnected = 11,
     Constant = 12,
-    SpaceToBatchNd = 13
+    SpaceToBatchNd = 13,
+    BatchToSpaceNd = 14
 }
 
 // Base layer table to be used as part of other layers
@@ -266,9 +267,21 @@
     dataLayout:DataLayout;
 }
 
+table BatchToSpaceNdLayer {
+    base:LayerBase;
+    descriptor:BatchToSpaceNdDescriptor;
+}
+
+table BatchToSpaceNdDescriptor {
+    blockShape:[uint];
+    crops:[uint];
+    dataLayout:DataLayout;
+}
+
 union Layer {
     ActivationLayer,
     AdditionLayer,
+    BatchToSpaceNdLayer,
     ConstantLayer,
     Convolution2dLayer,
     DepthwiseConvolution2dLayer,
diff --git a/src/armnnSerializer/Serializer.cpp b/src/armnnSerializer/Serializer.cpp
index 1c1cefd..dc25bab 100644
--- a/src/armnnSerializer/Serializer.cpp
+++ b/src/armnnSerializer/Serializer.cpp
@@ -141,6 +141,35 @@
     CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer);
 }
 
+// Build FlatBuffer for BatchToSpaceNd Layer
+void SerializerVisitor::VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
+                                                 const armnn::BatchToSpaceNdDescriptor& descriptor,
+                                                 const char* name)
+{
+    // Create FlatBuffer BaseLayer
+    auto flatBufferBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_BatchToSpaceNd);
+
+    std::vector<unsigned int> crops;
+    crops.reserve(descriptor.m_Crops.size() * 2);
+    for (auto& crop : descriptor.m_Crops)
+    {
+        crops.push_back(crop.first);
+        crops.push_back(crop.second);
+    }
+
+    auto flatBufferDescriptor =
+        CreateBatchToSpaceNdDescriptor(m_flatBufferBuilder,
+                                       m_flatBufferBuilder.CreateVector(descriptor.m_BlockShape),
+                                       m_flatBufferBuilder.CreateVector(crops),
+                                       GetFlatBufferDataLayout(descriptor.m_DataLayout));
+
+    auto flatBufferLayer = serializer::CreateBatchToSpaceNdLayer(m_flatBufferBuilder,
+                                                                 flatBufferBaseLayer,
+                                                                 flatBufferDescriptor);
+
+    CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_BatchToSpaceNdLayer);
+}
+
 // Build FlatBuffer for Constant Layer
 void SerializerVisitor::VisitConstantLayer(const armnn::IConnectableLayer* layer,
                                            const armnn::ConstTensor& input,
diff --git a/src/armnnSerializer/Serializer.hpp b/src/armnnSerializer/Serializer.hpp
index a86e04f..f8e2b16 100644
--- a/src/armnnSerializer/Serializer.hpp
+++ b/src/armnnSerializer/Serializer.hpp
@@ -49,6 +49,10 @@
     void VisitAdditionLayer(const armnn::IConnectableLayer* layer,
                             const char* name = nullptr) override;
 
+    void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer* layer,
+                                  const armnn::BatchToSpaceNdDescriptor& descriptor,
+                                  const char* name = nullptr) override;
+
     void VisitConstantLayer(const armnn::IConnectableLayer* layer,
                             const armnn::ConstTensor& input,
                             const char* = nullptr) override;
diff --git a/src/armnnSerializer/SerializerSupport.md b/src/armnnSerializer/SerializerSupport.md
index 776f612..6340dd2 100644
--- a/src/armnnSerializer/SerializerSupport.md
+++ b/src/armnnSerializer/SerializerSupport.md
@@ -8,6 +8,7 @@
 
 * Activation
 * Addition
+* BatchToSpaceNd
 * Constant
 * Convolution2d
 * DepthwiseConvolution2d
diff --git a/src/armnnSerializer/test/SerializerTests.cpp b/src/armnnSerializer/test/SerializerTests.cpp
index f64c14a..8ce9049 100644
--- a/src/armnnSerializer/test/SerializerTests.cpp
+++ b/src/armnnSerializer/test/SerializerTests.cpp
@@ -682,4 +682,50 @@
                                             outputTensorInfo.GetShape());
 }
 
+BOOST_AUTO_TEST_CASE(SerializeDeserializeBatchToSpaceNd)
+{
+    class VerifyBatchToSpaceNdName : public armnn::LayerVisitorBase<armnn::VisitorNoThrowPolicy>
+    {
+    public:
+        void VisitBatchToSpaceNdLayer(const armnn::IConnectableLayer*,
+                                      const armnn::BatchToSpaceNdDescriptor& descriptor,
+                                      const char* name) override
+        {
+            BOOST_TEST(name == "BatchToSpaceNdLayer");
+        }
+    };
+
+    unsigned int inputShape[] = {4, 1, 2, 2};
+    unsigned int outputShape[] = {1, 1, 4, 4};
+
+    armnn::BatchToSpaceNdDescriptor desc;
+    desc.m_DataLayout = armnn::DataLayout::NCHW;
+    desc.m_BlockShape = {2, 2};
+    desc.m_Crops = {{0, 0}, {0, 0}};
+
+    auto inputTensorInfo = armnn::TensorInfo(4, inputShape, armnn::DataType::Float32);
+    auto outputTensorInfo = armnn::TensorInfo(4, outputShape, armnn::DataType::Float32);
+
+    armnn::INetworkPtr network = armnn::INetwork::Create();
+    armnn::IConnectableLayer* const inputLayer = network->AddInputLayer(0);
+    armnn::IConnectableLayer* const batchToSpaceNdLayer = network->AddBatchToSpaceNdLayer(desc, "BatchToSpaceNdLayer");
+    armnn::IConnectableLayer* const outputLayer = network->AddOutputLayer(0);
+
+    inputLayer->GetOutputSlot(0).Connect(batchToSpaceNdLayer->GetInputSlot(0));
+    inputLayer->GetOutputSlot(0).SetTensorInfo(inputTensorInfo);
+    batchToSpaceNdLayer->GetOutputSlot(0).Connect(outputLayer->GetInputSlot(0));
+    batchToSpaceNdLayer->GetOutputSlot(0).SetTensorInfo(outputTensorInfo);
+
+    armnn::INetworkPtr deserializedNetwork = DeserializeNetwork(SerializeNetwork(*network));
+    BOOST_CHECK(deserializedNetwork);
+
+    VerifyBatchToSpaceNdName nameChecker;
+    deserializedNetwork->Accept(nameChecker);
+
+    CheckDeserializedNetworkAgainstOriginal(*network,
+                                            *deserializedNetwork,
+                                            inputTensorInfo.GetShape(),
+                                            outputTensorInfo.GetShape());
+}
+
 BOOST_AUTO_TEST_SUITE_END()