diff --git a/tests/validation/NEON/FuseBatchNormalization.cpp b/tests/validation/NEON/FuseBatchNormalization.cpp
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+++ b/tests/validation/NEON/FuseBatchNormalization.cpp
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+/*
+ * Copyright (c) 2019 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 CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/runtime/NEON/functions/NEFuseBatchNormalization.h"
+#include "tests/Globals.h"
+#include "tests/NEON/Accessor.h"
+#include "tests/datasets/ShapeDatasets.h"
+#include "tests/framework/Macros.h"
+#include "tests/framework/datasets/Datasets.h"
+#include "tests/validation/Validation.h"
+#include "tests/validation/fixtures/FuseBatchNormalizationFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+AbsoluteTolerance<float> absolute_tolerance_f32(0.001f);
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+AbsoluteTolerance<float> absolute_tolerance_f16(0.2f);
+#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+} // namespace
+
+template <typename T>
+using NEFuseBatchNormalizationConvFixture = FuseBatchNormalizationFixture<Tensor, Accessor, NEFuseBatchNormalization, 4, T>;
+template <typename T>
+using NEFuseBatchNormalizationDWCFixture = FuseBatchNormalizationFixture<Tensor, Accessor, NEFuseBatchNormalization, 3, T>;
+
+// *INDENT-OFF*
+// clang-format off
+
+/** Shapes to test - Precommit */
+const auto shape_conv_values_precommit = concat(datasets::Small4DShapes(), datasets::Small3DShapes());
+
+/** Shapes to test - Nightly */
+const auto shape_conv_values_nightly = concat(datasets::Large4DShapes(), datasets::Large3DShapes());
+
+/** Data layout to test */
+const auto data_layout_values = framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW });
+
+/** In-place flags to test */
+const auto in_place_values = framework::dataset::make("InPlace", { true, false });
+
+/** With bias flags to test */
+const auto with_bias_values = framework::dataset::make("WithBias", { true, false });
+
+/** With gamma flags to test */
+const auto with_gamma_values = framework::dataset::make("WithGamma", { true, false });
+
+/** With beta flags to test */
+const auto with_beta_values = framework::dataset::make("WithBeta", { true, false });
+
+TEST_SUITE(NEON)
+TEST_SUITE(FuseBatchNormalization)
+TEST_SUITE(Convolution)
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::PRECOMMIT,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        shape_conv_values_precommit,
+                                                        framework::dataset::make("DataType", { DataType::F32 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::NIGHTLY,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        shape_conv_values_nightly,
+                                                        framework::dataset::make("DataType", { DataType::F32 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
+}
+TEST_SUITE_END() // FP32
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::PRECOMMIT,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        shape_conv_values_precommit,
+                                                        framework::dataset::make("DataType", { DataType::F16 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::NIGHTLY,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        shape_conv_values_nightly,
+                                                        framework::dataset::make("DataType", { DataType::F16 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
+}
+TEST_SUITE_END() // FP16
+#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+TEST_SUITE_END() // Float
+TEST_SUITE_END() // Convolution
+TEST_SUITE(DepthwiseConvolution)
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::PRECOMMIT,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        datasets::Small3DShapes(),
+                                                        framework::dataset::make("DataType", { DataType::F32 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::NIGHTLY,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        datasets::Large3DShapes(),
+                                                        framework::dataset::make("DataType", { DataType::F32 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32);
+}
+
+TEST_SUITE_END() // FP32
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::PRECOMMIT,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        datasets::Small3DShapes(),
+                                                        framework::dataset::make("DataType", { DataType::F16 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::NIGHTLY,
+                                        combine(combine(combine(combine(combine(combine(
+                                                        datasets::Large3DShapes(),
+                                                        framework::dataset::make("DataType", { DataType::F16 })),
+                                                        data_layout_values),
+                                                        in_place_values),
+                                                        with_bias_values),
+                                                        with_gamma_values),
+                                                        with_beta_values))
+{
+    // Validate outputs
+    validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16);
+    validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16);
+}
+
+TEST_SUITE_END() // FP16
+#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+TEST_SUITE_END() // Float
+TEST_SUITE_END() // DepthwiseConvolution
+TEST_SUITE_END() // FuseBatchNormalization
+TEST_SUITE_END() // NEON
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
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