diff --git a/src/backends/cl/ClLayerSupport.cpp b/src/backends/cl/ClLayerSupport.cpp
index a5c5f2b..73c9e49 100644
--- a/src/backends/cl/ClLayerSupport.cpp
+++ b/src/backends/cl/ClLayerSupport.cpp
@@ -246,6 +246,23 @@
                                    biases);
 }
 
+bool ClLayerSupport::IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
+                                                            const TensorInfo& output,
+                                                            const DepthwiseConvolution2dDescriptor& descriptor,
+                                                            const TensorInfo& weights,
+                                                            const Optional<TensorInfo>& biases,
+                                                            Optional<std::string&> reasonIfUnsupported) const
+{
+    FORWARD_WORKLOAD_VALIDATE_FUNC(ClDepthwiseConvolutionWorkloadValidate,
+                                   reasonIfUnsupported,
+                                   input,
+                                   output,
+                                   descriptor,
+                                   weights,
+                                   biases);
+}
+
+
 bool ClLayerSupport::IsDivisionSupported(const TensorInfo& input0,
                                          const TensorInfo& input1,
                                          const TensorInfo& output,
diff --git a/src/backends/cl/ClLayerSupport.hpp b/src/backends/cl/ClLayerSupport.hpp
index 6393a11..e9a9e68 100644
--- a/src/backends/cl/ClLayerSupport.hpp
+++ b/src/backends/cl/ClLayerSupport.hpp
@@ -61,6 +61,13 @@
                                          const Optional<TensorInfo>& biases,
                                          Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
 
+    bool IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
+                                                const TensorInfo& output,
+                                                const DepthwiseConvolution2dDescriptor& descriptor,
+                                                const TensorInfo& weights,
+                                                const Optional<TensorInfo>& biases,
+                                                Optional<std::string&> reason = EmptyOptional()) const override;
+
     bool IsDivisionSupported(const TensorInfo& input0,
                              const TensorInfo& input1,
                              const TensorInfo& output,
diff --git a/src/backends/cl/workloads/ClDepthwiseConvolutionWorkload.cpp b/src/backends/cl/workloads/ClDepthwiseConvolutionWorkload.cpp
index 1ff0978..e681e95 100644
--- a/src/backends/cl/workloads/ClDepthwiseConvolutionWorkload.cpp
+++ b/src/backends/cl/workloads/ClDepthwiseConvolutionWorkload.cpp
@@ -52,13 +52,19 @@
     }
 
     const arm_compute::PadStrideInfo aclPadStrideInfo = BuildArmComputePadStrideInfo(descriptor);
+    const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
+            descriptor.m_DilationX,
+            descriptor.m_DilationY);
 
     return arm_compute::CLDepthwiseConvolutionLayer::validate(&aclInputInfo,
                                                               &aclWeightsInfo,
                                                               optionalAclBiasesInfo,
                                                               &aclOutputInfo,
                                                               aclPadStrideInfo,
-                                                              aclDepthMultiplier);
+                                                              aclDepthMultiplier,
+                                                              arm_compute::ActivationLayerInfo(),
+                                                              aclDilationInfo);
+
 }
 
 ClDepthwiseConvolutionWorkload::ClDepthwiseConvolutionWorkload(
@@ -85,7 +91,7 @@
         BuildArmComputeTensor(*m_BiasTensor, m_Data.m_Bias->GetTensorInfo(), m_Data.m_Parameters.m_DataLayout);
     }
 
-    arm_compute::PadStrideInfo padStrideInfo(m_Data.m_Parameters.m_StrideX,
+    const arm_compute::PadStrideInfo padStrideInfo(m_Data.m_Parameters.m_StrideX,
                                              m_Data.m_Parameters.m_StrideY,
                                              m_Data.m_Parameters.m_PadLeft,
                                              m_Data.m_Parameters.m_PadRight,
@@ -93,6 +99,11 @@
                                              m_Data.m_Parameters.m_PadBottom,
                                              arm_compute::DimensionRoundingType::FLOOR);
 
+    const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
+                m_Data.m_Parameters.m_DilationX,
+                m_Data.m_Parameters.m_DilationY);
+
+
     std::string name = std::string("ClDepthwiseConvolutionWorkload");
     m_Data.ValidateInputsOutputs(name, 1, 1);
 
@@ -109,6 +120,7 @@
     // Get the depth multiplier
     const unsigned int depthMultiplier = weightInfo.GetShape()[0];
 
+
     // Check for optimisation opportunities.
     bool use3x3Optimisation = (weightInfo.GetShape()[2] == 3) && (weightInfo.GetShape()[3] == 3);
     if (use3x3Optimisation)
@@ -120,7 +132,9 @@
             m_BiasTensor.get(),
             &output,
             padStrideInfo,
-            depthMultiplier);
+            depthMultiplier,
+            arm_compute::ActivationLayerInfo(),
+            aclDilationInfo);
     }
     else
     {
@@ -131,7 +145,10 @@
             m_BiasTensor.get(),
             &output,
             padStrideInfo,
-            depthMultiplier);
+            depthMultiplier,
+            arm_compute::ActivationLayerInfo(),
+            aclDilationInfo);
+
     }
 
     BOOST_ASSERT(m_DepthwiseConvolutionLayer);
diff --git a/src/backends/neon/NeonLayerSupport.cpp b/src/backends/neon/NeonLayerSupport.cpp
index 898660c..c257dd3 100644
--- a/src/backends/neon/NeonLayerSupport.cpp
+++ b/src/backends/neon/NeonLayerSupport.cpp
@@ -203,6 +203,22 @@
                                    biases);
 }
 
+bool NeonLayerSupport::IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
+                                                              const TensorInfo& output,
+                                                              const DepthwiseConvolution2dDescriptor& descriptor,
+                                                              const TensorInfo& weights,
+                                                              const Optional<TensorInfo>& biases,
+                                                              Optional<std::string&> reasonIfUnsupported) const
+{
+    FORWARD_WORKLOAD_VALIDATE_FUNC(NeonDepthwiseConvolutionWorkloadValidate,
+                                   reasonIfUnsupported,
+                                   input,
+                                   output,
+                                   descriptor,
+                                   weights,
+                                   biases);
+}
+
 bool NeonLayerSupport::IsFloorSupported(const TensorInfo& input,
                                         const TensorInfo& output,
                                         Optional<std::string&> reasonIfUnsupported) const
diff --git a/src/backends/neon/NeonLayerSupport.hpp b/src/backends/neon/NeonLayerSupport.hpp
index 27e825a..a5aae0b 100644
--- a/src/backends/neon/NeonLayerSupport.hpp
+++ b/src/backends/neon/NeonLayerSupport.hpp
@@ -56,6 +56,13 @@
                                          const Optional<TensorInfo>& biases,
                                          Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
 
+    bool IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
+                                                const TensorInfo& output,
+                                                const DepthwiseConvolution2dDescriptor& descriptor,
+                                                const TensorInfo& weights,
+                                                const Optional<TensorInfo>& biases,
+                                                Optional<std::string&> reason = EmptyOptional()) const override;
+
     bool IsFloorSupported(const TensorInfo& input,
                           const TensorInfo& output,
                           Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
diff --git a/src/backends/neon/workloads/NeonDepthwiseConvolutionWorkload.cpp b/src/backends/neon/workloads/NeonDepthwiseConvolutionWorkload.cpp
index c915555..0b917fc 100644
--- a/src/backends/neon/workloads/NeonDepthwiseConvolutionWorkload.cpp
+++ b/src/backends/neon/workloads/NeonDepthwiseConvolutionWorkload.cpp
@@ -52,14 +52,18 @@
         optionalAclBiasesInfo = &aclBiasesInfo;
     }
 
-    const arm_compute::PadStrideInfo aclPadStrideInfo = BuildArmComputePadStrideInfo(descriptor);
+    arm_compute::PadStrideInfo aclPadStrideInfo = BuildArmComputePadStrideInfo(descriptor);
+    const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
+            descriptor.m_DilationX,descriptor.m_DilationY);
 
     return arm_compute::NEDepthwiseConvolutionLayer::validate(&aclInputInfo,
                                                               &aclWeightsInfo,
                                                               optionalAclBiasesInfo,
                                                               &aclOutputInfo,
                                                               aclPadStrideInfo,
-                                                              aclDepthMultiplier);
+                                                              aclDepthMultiplier,
+                                                              arm_compute::ActivationLayerInfo(),
+                                                              aclDilationInfo);
 }
 
 NeonDepthwiseConvolutionWorkload::NeonDepthwiseConvolutionWorkload(
@@ -97,6 +101,10 @@
                                              m_Data.m_Parameters.m_PadBottom,
                                              arm_compute::DimensionRoundingType::FLOOR);
 
+
+    const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
+                m_Data.m_Parameters.m_DilationX, m_Data.m_Parameters.m_DilationY);
+
     m_Data.ValidateInputsOutputs("NeonDepthwiseConvolutionWorkload", 1, 1);
 
     INeonTensorHandle* inputTensorHandle  = static_cast<INeonTensorHandle*>(m_Data.m_Inputs[0]);
@@ -109,7 +117,7 @@
     input.info()->set_data_layout(aclDataLayout);
     output.info()->set_data_layout(aclDataLayout);
 
-    // Get the depth multiplier
+   // Get the depth multiplier
     const unsigned int depthMultiplier = weightInfo.GetShape()[0];
 
     // Check for optimisation opportunities.
@@ -123,7 +131,9 @@
                                                            m_BiasTensor.get(),
                                                            &output,
                                                            padStrideInfo,
-                                                           depthMultiplier);
+                                                           depthMultiplier,
+                                                           arm_compute::ActivationLayerInfo(),
+                                                           aclDilationInfo);
     }
     else
     {
@@ -134,7 +144,9 @@
                                                            m_BiasTensor.get(),
                                                            &output,
                                                            padStrideInfo,
-                                                           depthMultiplier);
+                                                           depthMultiplier,
+                                                           arm_compute::ActivationLayerInfo(),
+                                                           aclDilationInfo);
     }
 
     BOOST_ASSERT(m_pDepthwiseConvolutionLayer);
diff --git a/src/backends/reference/RefLayerSupport.cpp b/src/backends/reference/RefLayerSupport.cpp
index 8eded84..a1d8e7d 100644
--- a/src/backends/reference/RefLayerSupport.cpp
+++ b/src/backends/reference/RefLayerSupport.cpp
@@ -429,7 +429,29 @@
                                      &TrueFunc<>);
 }
 
-bool RefLayerSupport::IsDivisionSupported(const TensorInfo& input0,
+bool RefLayerSupport::IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
+                                                             const TensorInfo& output,
+                                                             const DepthwiseConvolution2dDescriptor& descriptor,
+                                                             const TensorInfo& weights,
+                                                             const Optional<TensorInfo>& biases,
+                                                             Optional<std::string&> reasonIfUnsupported) const
+{
+    if (descriptor.m_DilationY == 1 && descriptor.m_DilationY == 1)
+    {
+        return IsDepthwiseConvolutionSupported(input, output, descriptor, weights, biases, reasonIfUnsupported);
+    }
+    else
+    {
+        if (reasonIfUnsupported)
+        {
+            reasonIfUnsupported.value() = "Reference Depthwise Convolution: Dilation parameters must be 1";
+        }
+        return false;
+    }
+}
+
+
+    bool RefLayerSupport::IsDivisionSupported(const TensorInfo& input0,
                                           const TensorInfo& input1,
                                           const TensorInfo& output,
                                           Optional<std::string&> reasonIfUnsupported) const
diff --git a/src/backends/reference/RefLayerSupport.hpp b/src/backends/reference/RefLayerSupport.hpp
index 53a1abf..9b1a95c 100644
--- a/src/backends/reference/RefLayerSupport.hpp
+++ b/src/backends/reference/RefLayerSupport.hpp
@@ -74,6 +74,14 @@
                                          const DetectionPostProcessDescriptor& descriptor,
                                          Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
 
+    bool IsDilatedDepthwiseConvolutionSupported(const TensorInfo& input,
+                                                const TensorInfo& output,
+                                                const DepthwiseConvolution2dDescriptor& descriptor,
+                                                const TensorInfo& weights,
+                                                const Optional<TensorInfo>& biases,
+                                                Optional<std::string&> reasonIfUnsupported =
+                                                    EmptyOptional()) const override;
+
     bool IsDivisionSupported(const TensorInfo& input0,
                              const TensorInfo& input1,
                              const TensorInfo& output,