arm_compute v19.05
diff --git a/tests/validation/NEON/DepthwiseConvolutionLayer.cpp b/tests/validation/NEON/DepthwiseConvolutionLayer.cpp
index 6c0f590..8eefec3 100644
--- a/tests/validation/NEON/DepthwiseConvolutionLayer.cpp
+++ b/tests/validation/NEON/DepthwiseConvolutionLayer.cpp
@@ -29,6 +29,7 @@
 #include "tests/NEON/Accessor.h"
 #include "tests/PaddingCalculator.h"
 #include "tests/datasets/DepthwiseConvolutionLayerDataset.h"
+#include "tests/datasets/DilatedDepthwiseConvolutionLayerDataset.h"
 #include "tests/framework/Asserts.h"
 #include "tests/framework/Macros.h"
 #include "tests/framework/datasets/Datasets.h"
@@ -53,14 +54,21 @@
 #endif                                                                     // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
 
 const auto depth_multipliers = framework::dataset::make("DepthMultiplier", { 1, 2, 3 });
+
+//Activation Functions
+const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
+{
+    ActivationLayerInfo(),
+    ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)
+});
 } // namespace
 
 TEST_SUITE(NEON)
-TEST_SUITE(DepthwiseConvLayer)
+TEST_SUITE(DepthwiseConvolutionLayer)
 
 // *INDENT-OFF*
 // clang-format off
-DATA_TEST_CASE(Validate3x3, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(
+DATA_TEST_CASE(Validate3x3, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip(
                framework::dataset::make("InputInfo", { TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),     // Mismatching data type input/weights
                                                        TensorInfo(TensorShape(32U, 18U, 3U), 1, DataType::F32),     // Mismatching input feature maps
                                                        TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),     // Unsupported weights dimensions
@@ -69,6 +77,8 @@
                                                        TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),     // Invalid biases size
                                                        TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),     // Invalid biases dimensions
                                                        TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),     // Invalid output size
+                                                       TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),     // patch size bigger than input width
+                                                       TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),     // dilation < 1
                                                        TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
                                                      }),
                framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F16),
@@ -80,6 +90,8 @@
                                                          TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
+                                                         TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
+                                                         TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
                                                        })),
                framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(2U), 1, DataType::F32),
@@ -90,6 +102,8 @@
                                                         TensorInfo(TensorShape(2U, 2U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(2U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(2U), 1, DataType::F32),
+                                                        TensorInfo(TensorShape(2U), 1, DataType::F32),
+                                                        TensorInfo(TensorShape(2U), 1, DataType::F32),
                                                       })),
                framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
@@ -100,6 +114,8 @@
                                                         TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
+                                                        TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
+                                                        TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
                                                       })),
                framework::dataset::make("ConvInfo", { PadStrideInfo(1, 1, 0, 0),
                                                       PadStrideInfo(1, 1, 0, 0),
@@ -110,6 +126,8 @@
                                                       PadStrideInfo(1, 1, 0, 0),
                                                       PadStrideInfo(1, 1, 0, 0),
                                                       PadStrideInfo(1, 1, 0, 0),
+                                                      PadStrideInfo(1, 1, 0, 0),
+                                                      PadStrideInfo(1, 1, 0, 0),
                                                      })),
                framework::dataset::make("DepthMultiplier", { 1,
                                                              1,
@@ -120,21 +138,38 @@
                                                              1,
                                                              1,
                                                              1,
+                                                             1,
+                                                             1,
                                                             })),
-               framework::dataset::make("Expected", { false, false, false, false, false, false, false, false, true })),
-               input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier, expected)
+               framework::dataset::make("Dilation", { Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(1U, 1U),
+                                                      Size2D(25U, 1U),
+                                                      Size2D(0U, 1U),
+                                                      Size2D(1U, 1U),
+                                                            })),
+               framework::dataset::make("Expected", { false, false, false, false, false, false, false, false, false, false, true })),
+               input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier,dilation, expected)
 {
-    bool is_valid = bool(NEDepthwiseConvolutionLayer3x3::validate(&input_info.clone()->set_is_resizable(false), &weights_info.clone()->set_is_resizable(false), &biases_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info, depth_multiplier));
+    bool is_valid = bool(NEDepthwiseConvolutionLayer3x3::validate(&input_info.clone()->set_is_resizable(false),
+     &weights_info.clone()->set_is_resizable(false), &biases_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info, depth_multiplier, ActivationLayerInfo(), dilation));
     ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
 }
 
-DATA_TEST_CASE(ValidateGeneric, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(
+DATA_TEST_CASE(ValidateGeneric, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip(
                 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),    // Mismatching data type input/weights
                                                         TensorInfo(TensorShape(27U, 13U, 3U), 1, DataType::F32),    // Mismatching input feature maps
                                                         TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),    // Mismatching depth multiplier
                                                         TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),    // Invalid biases size
                                                         TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),    // Invalid biases dimensions
                                                         TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),    // Invalid output size
+                                                        TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32),    // patch size bigger than input width
+                                                        TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32),    // dilation < 1
                                                         TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32),
                                                         TensorInfo(TensorShape(32U, 13U, 8U), 1, DataType::QASYMM8),
                                                       }),
@@ -145,6 +180,8 @@
                                                           TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
                                                           TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
                                                           TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32),
+                                                          TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32),
+                                                          TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32),
                                                           TensorInfo(TensorShape(3U, 3U, 24U), 1, DataType::QASYMM8),
                                                         })),
                 framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32),
@@ -154,6 +191,8 @@
                                                          TensorInfo(TensorShape(2U, 2U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(2U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(16U), 1, DataType::F32),
+                                                         TensorInfo(TensorShape(16U), 1, DataType::F32),
+                                                         TensorInfo(TensorShape(16U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(24U), 1, DataType::S32),
                                                        })),
                 framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
@@ -163,6 +202,8 @@
                                                          TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32),
+                                                         TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32),
+                                                         TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32),
                                                          TensorInfo(TensorShape(32U, 11U, 24U), 1, DataType::QASYMM8),
                                                        })),
                 framework::dataset::make("ConvInfo", { PadStrideInfo(1, 1, 0, 0),
@@ -172,6 +213,8 @@
                                                        PadStrideInfo(1, 1, 0, 0),
                                                        PadStrideInfo(1, 1, 0, 0),
                                                        PadStrideInfo(1, 1, 0, 0),
+                                                       PadStrideInfo(1, 1, 0, 0),
+                                                       PadStrideInfo(1, 1, 0, 0),
                                                        PadStrideInfo(1, 1, 1, 0),
                                                       })),
                 framework::dataset::make("DepthMultiplier", { 1,
@@ -181,12 +224,25 @@
                                                               1,
                                                               1,
                                                               2,
+                                                              2,
+                                                              2,
                                                               3,
                                                              })),
-                framework::dataset::make("Expected", { false, false, false, false, false, false, true, true })),
-                input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier, expected)
+                framework::dataset::make("Dilation", { Size2D(1U, 1U),
+                                                       Size2D(1U, 1U),
+                                                       Size2D(1U, 1U),
+                                                       Size2D(1U, 1U),
+                                                       Size2D(1U, 1U),
+                                                       Size2D(1U, 1U),
+                                                       Size2D(25U, 1U),
+                                                       Size2D(0U, 1U),
+                                                       Size2D(1U, 1U),
+                                                       Size2D(1U, 1U),
+                                                             })),
+                framework::dataset::make("Expected", { false, false, false, false, false, false,false, false, true, true })),
+                input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier,dilation, expected)
 {
-    bool is_valid = bool(NEDepthwiseConvolutionLayer::validate(&input_info.clone()->set_is_resizable(false), &weights_info.clone()->set_is_resizable(false), &biases_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info, depth_multiplier));
+    bool is_valid = bool(NEDepthwiseConvolutionLayer::validate(&input_info.clone()->set_is_resizable(false), &weights_info.clone()->set_is_resizable(false), &biases_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info, depth_multiplier, ActivationLayerInfo(), dilation));
     ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
 }
 // clang-format on
@@ -197,58 +253,108 @@
 TEST_SUITE(Generic)
 template <typename T>
 using NEDepthwiseConvolutionLayerFixture = DepthwiseConvolutionLayerValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, T>;
-FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
                                                                                                                        depth_multipliers),
                                                                                                                        framework::dataset::make("DataType",
                                                                                                                                DataType::F32)),
-                                                                                                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                       ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f32);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
                                                                                                                      depth_multipliers),
                                                                                                                      framework::dataset::make("DataType",
                                                                                                                              DataType::F32)),
-                                                                                                                     framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                     framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                     ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f32);
 }
+
+TEST_SUITE(Dilation)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+                                                                                                                 depth_multipliers),
+                                                                                                                 framework::dataset::make("DataType",
+                                                                                                                         DataType::F32)),
+                                                                                                                 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                 ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f32);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
+                                                                                                                     depth_multipliers),
+                                                                                                                     framework::dataset::make("DataType",
+                                                                                                                             DataType::F32)),
+                                                                                                                     framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                     ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f32);
+}
+TEST_SUITE_END() // Dilation
 TEST_SUITE_END() // Generic
 
 TEST_SUITE(W3x3)
 template <typename T>
 using NEDepthwiseConvolutionLayerFixture3x3 = DepthwiseConvolutionLayerValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer3x3, T>;
-FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
                                                                                                                     depth_multipliers),
                                                                                                                     framework::dataset::make("DataType",
                                                                                                                             DataType::F32)),
-                                                                                                                    framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                    framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                    ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f32);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
                                                                                                                         depth_multipliers),
                                                                                                                         framework::dataset::make("DataType",
                                                                                                                                 DataType::F32)),
-                                                                                                                        framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                        framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                        ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f32);
 }
+TEST_SUITE(Dilation)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
+                                                                                                                    depth_multipliers),
+                                                                                                                    framework::dataset::make("DataType",
+                                                                                                                            DataType::F32)),
+                                                                                                                    framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                    ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f32);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::NIGHTLY,
+                       combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
+                                                       depth_multipliers),
+                                               framework::dataset::make("DataType",
+                                                                        DataType::F32)),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f32);
+}
+
+TEST_SUITE_END() // Dilation
+
 FIXTURE_DATA_TEST_CASE(RunOptimizedSmall, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::PRECOMMIT,
-                       combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
-                                               framework::dataset::make("DepthMultiplier", 1)),
-                                       framework::dataset::make("DataType",
-                                                                DataType::F32)),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
+                                                       framework::dataset::make("DepthMultiplier", 1)),
+                                               framework::dataset::make("DataType",
+                                                                        DataType::F32)),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f32);
 }
 FIXTURE_DATA_TEST_CASE(RunOptimizedLarge, NEDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::NIGHTLY,
-                       combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
-                                               framework::dataset::make("DepthMultiplier", 1)),
-                                       framework::dataset::make("DataType",
-                                                                DataType::F32)),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
+                                                       framework::dataset::make("DepthMultiplier", 1)),
+                                               framework::dataset::make("DataType",
+                                                                        DataType::F32)),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f32);
 }
@@ -260,57 +366,110 @@
 TEST_SUITE(Generic)
 template <typename T>
 using NEDepthwiseConvolutionLayerFixture = DepthwiseConvolutionLayerValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, T>;
-FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
                                                                                                                       depth_multipliers),
                                                                                                                       framework::dataset::make("DataType",
                                                                                                                               DataType::F16)),
-                                                                                                                      framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                      framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                      ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
                                                                                                                     depth_multipliers),
                                                                                                                     framework::dataset::make("DataType",
                                                                                                                             DataType::F16)),
-                                                                                                                    framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                    framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                    ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
 }
+
+TEST_SUITE(Dilation)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+                                                                                                                        depth_multipliers),
+                                                                                                                        framework::dataset::make("DataType",
+                                                                                                                                DataType::F16)),
+                                                                                                                        framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
+                                                                                                                    depth_multipliers),
+                                                                                                                    framework::dataset::make("DataType",
+                                                                                                                            DataType::F16)),
+                                                                                                                    framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                    ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
+}
+TEST_SUITE_END() // Dilation
+
 TEST_SUITE_END() // Generic
 TEST_SUITE(W3x3)
 template <typename T>
 using NEDepthwiseConvolutionLayerFixture3x3 = DepthwiseConvolutionLayerValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer3x3, T>;
-FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
                                                                                                                    depth_multipliers),
                                                                                                                    framework::dataset::make("DataType",
                                                                                                                            DataType::F16)),
-                                                                                                                   framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                   framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                   ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f16);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
                                                                                                                        depth_multipliers),
                                                                                                                        framework::dataset::make("DataType",
                                                                                                                                DataType::F16)),
-                                                                                                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                                                                                                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                       ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f16);
 }
+
+TEST_SUITE(Dilation)
+
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
+                                                                                                                   depth_multipliers),
+                                                                                                                   framework::dataset::make("DataType",
+                                                                                                                           DataType::F16)),
+                                                                                                                   framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                                                                                                                   ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f16);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY,
+                       combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
+                                                       depth_multipliers),
+                                               framework::dataset::make("DataType",
+                                                                        DataType::F16)),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_f16);
+}
+
+TEST_SUITE_END() // Dilation
+
 FIXTURE_DATA_TEST_CASE(RunOptimizedSmall, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::PRECOMMIT,
-                       combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
-                                               framework::dataset::make("DepthMultiplier", 1)),
-                                       framework::dataset::make("DataType",
-                                                                DataType::F16)),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
+                                                       framework::dataset::make("DepthMultiplier", 1)),
+                                               framework::dataset::make("DataType",
+                                                                        DataType::F16)),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f16);
 }
 FIXTURE_DATA_TEST_CASE(RunOptimizedLarge, NEDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY,
-                       combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
-                                               framework::dataset::make("DepthMultiplier", 1)),
-                                       framework::dataset::make("DataType",
-                                                                DataType::F16)),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
+                                                       framework::dataset::make("DepthMultiplier", 1)),
+                                               framework::dataset::make("DataType",
+                                                                        DataType::F16)),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_f16);
 }
@@ -329,53 +488,104 @@
 TEST_SUITE(QASYMM8)
 TEST_SUITE(Generic)
 FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
-                       combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
-                                                       depth_multipliers),
-                                               framework::dataset::make("DataType", DataType::QASYMM8)),
-                                       framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
+                                                               depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_qasymm8);
 }
+
+TEST_SUITE(Dilation)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
+                       combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
+                                                               depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
+                       combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
+                                                               depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_qasymm8);
+}
+TEST_SUITE_END() //Dilation
 TEST_SUITE_END() // Generic
 TEST_SUITE(W3x3)
 FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::PRECOMMIT,
-                       combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), depth_multipliers),
-                                               framework::dataset::make("DataType", DataType::QASYMM8)),
-                                       framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_qasymm8);
 }
 FIXTURE_DATA_TEST_CASE(RunOptimizedSmall, NEDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::PRECOMMIT,
-                       combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
-                                                       framework::dataset::make("DepthMultiplier", 1)),
-                                               framework::dataset::make("DataType",
-                                                                        DataType::QASYMM8)),
-                                       framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
+                                                               framework::dataset::make("DepthMultiplier", 1)),
+                                                       framework::dataset::make("DataType",
+                                                                                DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_qasymm8);
 }
 FIXTURE_DATA_TEST_CASE(RunOptimizedLarge, NEDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::NIGHTLY,
-                       combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
-                                                       framework::dataset::make("DepthMultiplier", 1)),
-                                               framework::dataset::make("DataType",
-                                                                        DataType::QASYMM8)),
-                                       framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
+                                                               framework::dataset::make("DepthMultiplier", 1)),
+                                                       framework::dataset::make("DataType",
+                                                                                DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_qasymm8);
 }
 FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::NIGHTLY,
-                       combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
-                                                       depth_multipliers),
-                                               framework::dataset::make("DataType", DataType::QASYMM8)),
-                                       framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
-                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
+                       combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
+                                                               depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
 {
     validate(Accessor(_target), _reference, tolerance_qasymm8);
 }
+
+TEST_SUITE(Dilation)
+
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::PRECOMMIT,
+                       combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_qasymm8);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::NIGHTLY,
+                       combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
+                                                               depth_multipliers),
+                                                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                                               framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })),
+                                       framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
+                               ActivationFunctionsDataset))
+{
+    validate(Accessor(_target), _reference, tolerance_qasymm8);
+}
+TEST_SUITE_END() // Dilation
 TEST_SUITE_END() // W3x3
 TEST_SUITE_END() // QASYMM8
 TEST_SUITE_END() // Quantized