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diff --git a/tests/validation/NEON/DepthwiseSeparableConvolutionLayer.cpp b/tests/validation/NEON/DepthwiseSeparableConvolutionLayer.cpp
new file mode 100644
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+++ b/tests/validation/NEON/DepthwiseSeparableConvolutionLayer.cpp
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+/*
+ * Copyright (c) 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONCLCTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/NEON/functions/NEDepthwiseSeparableConvolutionLayer.h"
+#include "arm_compute/runtime/Tensor.h"
+#include "arm_compute/runtime/TensorAllocator.h"
+#include "tests/NEON/Accessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/MobileNetDepthwiseSeparableConvolutionLayerDataset.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Macros.h"
+#include "tests/framework/datasets/Datasets.h"
+#include "tests/validation/Validation.h"
+#include "tests/validation/fixtures/DepthwiseSeparableConvolutionLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+RelativeTolerance<float> tolerance_f32(0.1f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */
+const float              tolerance_num = 0.001f;
+} // namespace
+
+TEST_SUITE(NEON)
+TEST_SUITE(DepthwiseSeparableConvolutionLayer)
+
+// Configuration test to do
+
+template <typename T>
+using NEDepthwiseSeparableConvolutionLayerFixture = DepthwiseSeparableConvolutionValidationFixture<Tensor, Accessor, NEDepthwiseSeparableConvolutionLayer, T>;
+
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseSeparableConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, datasets::MobileNetDepthwiseSeparableConvolutionLayerDataset())
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_f32, tolerance_num);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute