diff --git a/tests/validation/CL/BatchToSpaceLayer.cpp b/tests/validation/CL/BatchToSpaceLayer.cpp
index 79fee14..db96571 100644
--- a/tests/validation/CL/BatchToSpaceLayer.cpp
+++ b/tests/validation/CL/BatchToSpaceLayer.cpp
@@ -114,14 +114,16 @@
 
 TEST_SUITE(Float)
 TEST_SUITE(FP32)
-FIXTURE_DATA_TEST_CASE(RunSmall, CLBatchToSpaceLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
-                                                                                                               DataType::F32)))
+FIXTURE_DATA_TEST_CASE(RunSmall, CLBatchToSpaceLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
+                                                                                                                       DataType::F32)),
+                                                                                                               framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
 {
     // Validate output
     validate(CLAccessor(_target), _reference);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, CLBatchToSpaceLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
-                                                                                                             DataType::F32)))
+FIXTURE_DATA_TEST_CASE(RunLarge, CLBatchToSpaceLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
+                                                                                                                     DataType::F32)),
+                                                                                                             framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
 {
     // Validate output
     validate(CLAccessor(_target), _reference);
@@ -129,14 +131,16 @@
 TEST_SUITE_END()
 
 TEST_SUITE(FP16)
-FIXTURE_DATA_TEST_CASE(RunSmall, CLBatchToSpaceLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
-                                                                                                              DataType::F16)))
+FIXTURE_DATA_TEST_CASE(RunSmall, CLBatchToSpaceLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
+                                                                                                                      DataType::F16)),
+                                                                                                              framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
 {
     // Validate output
     validate(CLAccessor(_target), _reference);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, CLBatchToSpaceLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
-                                                                                                            DataType::F16)))
+FIXTURE_DATA_TEST_CASE(RunLarge, CLBatchToSpaceLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeBatchToSpaceLayerDataset(), framework::dataset::make("DataType",
+                                                                                                                    DataType::F16)),
+                                                                                                            framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })))
 {
     // Validate output
     validate(CLAccessor(_target), _reference);
diff --git a/tests/validation/fixtures/BatchToSpaceLayerFixture.h b/tests/validation/fixtures/BatchToSpaceLayerFixture.h
index f124fec..973f2ed 100644
--- a/tests/validation/fixtures/BatchToSpaceLayerFixture.h
+++ b/tests/validation/fixtures/BatchToSpaceLayerFixture.h
@@ -40,9 +40,9 @@
 {
 public:
     template <typename...>
-    void setup(TensorShape input_shape, TensorShape block_shape_shape, TensorShape output_shape, DataType data_type)
+    void setup(TensorShape input_shape, TensorShape block_shape_shape, TensorShape output_shape, DataType data_type, DataLayout data_layout)
     {
-        _target    = compute_target(input_shape, block_shape_shape, output_shape, data_type);
+        _target    = compute_target(input_shape, block_shape_shape, output_shape, data_type, data_layout);
         _reference = compute_reference(input_shape, block_shape_shape, output_shape, data_type);
     }
 
@@ -53,13 +53,19 @@
         std::uniform_real_distribution<> distribution(-1.0f, 1.0f);
         library->fill(tensor, distribution, i);
     }
-    TensorType compute_target(const TensorShape &input_shape, const TensorShape &block_shape_shape, const TensorShape &output_shape,
-                              DataType data_type)
+    TensorType compute_target(TensorShape input_shape, TensorShape block_shape_shape, TensorShape output_shape,
+                              DataType data_type, DataLayout data_layout)
     {
+        if(data_layout == DataLayout::NHWC)
+        {
+            permute(input_shape, PermutationVector(2U, 0U, 1U));
+            permute(output_shape, PermutationVector(2U, 0U, 1U));
+        }
+
         // Create tensors
-        TensorType input       = create_tensor<TensorType>(input_shape, data_type);
+        TensorType input       = create_tensor<TensorType>(input_shape, data_type, 1, QuantizationInfo(), data_layout);
         TensorType block_shape = create_tensor<TensorType>(block_shape_shape, DataType::S32);
-        TensorType output      = create_tensor<TensorType>(output_shape, data_type);
+        TensorType output      = create_tensor<TensorType>(output_shape, data_type, 1, QuantizationInfo(), data_layout);
 
         // Create and configure function
         FunctionType batch_to_space;
@@ -82,9 +88,10 @@
         fill(AccessorType(input), 0);
         {
             auto block_shape_data = AccessorType(block_shape);
+            const int idx_width       = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH);
             for(unsigned int i = 0; i < block_shape_shape.x(); ++i)
             {
-                static_cast<int32_t *>(block_shape_data.data())[i] = output_shape[i] / input_shape[i];
+                static_cast<int32_t *>(block_shape_data.data())[i] = output_shape[i + idx_width] / input_shape[i + idx_width];
             }
         }
         // Compute function