diff --git a/tests/validation/NEON/BitwiseAnd.cpp b/tests/validation/NEON/BitwiseAnd.cpp
index 38cc654..773c985 100644
--- a/tests/validation/NEON/BitwiseAnd.cpp
+++ b/tests/validation/NEON/BitwiseAnd.cpp
@@ -74,21 +74,14 @@
 template <typename T>
 using NEBitwiseAndFixture = BitwiseAndValidationFixture<Tensor, Accessor, NEBitwiseAnd, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseAndFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
-                                                                                                          DataType::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseAndFixture<uint8_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
+                                                                                                    DataType::U8)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEBitwiseAndFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType",
-                                                                                                        DataType::U8)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-TEST_SUITE_END()
-TEST_SUITE_END()
+TEST_SUITE_END() // BitwiseAnd
+TEST_SUITE_END() // NEON
 } // namespace validation
 } // namespace test
 } // namespace arm_compute
diff --git a/tests/validation/NEON/BitwiseNot.cpp b/tests/validation/NEON/BitwiseNot.cpp
index 8d9bff3..abc091c 100644
--- a/tests/validation/NEON/BitwiseNot.cpp
+++ b/tests/validation/NEON/BitwiseNot.cpp
@@ -70,21 +70,14 @@
 template <typename T>
 using NEBitwiseNotFixture = BitwiseNotValidationFixture<Tensor, Accessor, NEBitwiseNot, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseNotFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
-                                                                                                          DataType::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseNotFixture<uint8_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
+                                                                                                    DataType::U8)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEBitwiseNotFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType",
-                                                                                                        DataType::U8)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-TEST_SUITE_END()
-TEST_SUITE_END()
+TEST_SUITE_END() // BitwiseNot
+TEST_SUITE_END() // NEON
 } // namespace validation
 } // namespace test
 } // namespace arm_compute
diff --git a/tests/validation/NEON/BitwiseOr.cpp b/tests/validation/NEON/BitwiseOr.cpp
index 980181d..1a33443 100644
--- a/tests/validation/NEON/BitwiseOr.cpp
+++ b/tests/validation/NEON/BitwiseOr.cpp
@@ -74,21 +74,14 @@
 template <typename T>
 using NEBitwiseOrFixture = BitwiseOrValidationFixture<Tensor, Accessor, NEBitwiseOr, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseOrFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
-                                                                                                         DataType::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseOrFixture<uint8_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
+                                                                                                   DataType::U8)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEBitwiseOrFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType",
-                                                                                                       DataType::U8)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-TEST_SUITE_END()
-TEST_SUITE_END()
+TEST_SUITE_END() // BitwiseOr
+TEST_SUITE_END() // NEON
 } // namespace validation
 } // namespace test
 } // namespace arm_compute
diff --git a/tests/validation/NEON/BitwiseXor.cpp b/tests/validation/NEON/BitwiseXor.cpp
index 8e29318..2a8c0c9 100644
--- a/tests/validation/NEON/BitwiseXor.cpp
+++ b/tests/validation/NEON/BitwiseXor.cpp
@@ -74,21 +74,14 @@
 template <typename T>
 using NEBitwiseXorFixture = BitwiseXorValidationFixture<Tensor, Accessor, NEBitwiseXor, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseXorFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
-                                                                                                          DataType::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEBitwiseXorFixture<uint8_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
+                                                                                                    DataType::U8)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEBitwiseXorFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType",
-                                                                                                        DataType::U8)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-TEST_SUITE_END()
-TEST_SUITE_END()
+TEST_SUITE_END() // BitwiseXor
+TEST_SUITE_END() // NEON
 } // namespace validation
 } // namespace test
 } // namespace arm_compute
diff --git a/tests/validation/NEON/Copy.cpp b/tests/validation/NEON/Copy.cpp
index 36a1f62..c2dedef 100644
--- a/tests/validation/NEON/Copy.cpp
+++ b/tests/validation/NEON/Copy.cpp
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2018 ARM Limited.
+ * Copyright (c) 2018-2019 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -64,14 +64,8 @@
 // *INDENT-ON*
 
 TEST_SUITE(F32)
-FIXTURE_DATA_TEST_CASE(RunSmall, NECopyFixture<float>, framework::DatasetMode::PRECOMMIT, combine(zip(datasets::SmallShapes(), datasets::SmallShapes()), framework::dataset::make("DataType",
-                                                                                                  DataType::F32)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-FIXTURE_DATA_TEST_CASE(RunLarge, NECopyFixture<float>, framework::DatasetMode::NIGHTLY, combine(zip(datasets::LargeShapes(), datasets::LargeShapes()), framework::dataset::make("DataType",
-                                                                                                DataType::F32)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NECopyFixture<float>, framework::DatasetMode::ALL, combine(zip(datasets::SmallShapes(), datasets::SmallShapes()), framework::dataset::make("DataType",
+                                                                                            DataType::F32)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
@@ -79,14 +73,8 @@
 TEST_SUITE_END() // F32
 
 TEST_SUITE(U8)
-FIXTURE_DATA_TEST_CASE(RunSmall, NECopyFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(zip(datasets::SmallShapes(), datasets::SmallShapes()), framework::dataset::make("DataType",
-                                                                                                    DataType::U8)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-FIXTURE_DATA_TEST_CASE(RunLarge, NECopyFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(zip(datasets::LargeShapes(), datasets::LargeShapes()), framework::dataset::make("DataType",
-                                                                                                  DataType::U8)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NECopyFixture<uint8_t>, framework::DatasetMode::ALL, combine(zip(datasets::SmallShapes(), datasets::SmallShapes()), framework::dataset::make("DataType",
+                                                                                              DataType::U8)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
@@ -94,14 +82,8 @@
 TEST_SUITE_END() // U8
 
 TEST_SUITE(U16)
-FIXTURE_DATA_TEST_CASE(RunSmall, NECopyFixture<uint16_t>, framework::DatasetMode::PRECOMMIT, combine(zip(datasets::SmallShapes(), datasets::SmallShapes()), framework::dataset::make("DataType",
-                                                                                                     DataType::U16)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-FIXTURE_DATA_TEST_CASE(RunLarge, NECopyFixture<uint16_t>, framework::DatasetMode::NIGHTLY, combine(zip(datasets::LargeShapes(), datasets::LargeShapes()), framework::dataset::make("DataType",
-                                                                                                   DataType::U16)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NECopyFixture<uint16_t>, framework::DatasetMode::ALL, combine(zip(datasets::SmallShapes(), datasets::SmallShapes()), framework::dataset::make("DataType",
+                                                                                               DataType::U16)))
 {
     // Validate output
     validate(Accessor(_target), _reference);
diff --git a/tests/validation/NEON/DeconvolutionLayer.cpp b/tests/validation/NEON/DeconvolutionLayer.cpp
index 9dc86c5..9a3ed30 100644
--- a/tests/validation/NEON/DeconvolutionLayer.cpp
+++ b/tests/validation/NEON/DeconvolutionLayer.cpp
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2017-2018 ARM Limited.
+ * Copyright (c) 2017-2019 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -46,16 +46,16 @@
 constexpr AbsoluteTolerance<float> tolerance_fp32(0.001f); /**< Tolerance for floating point tests */
 
 const auto data4x4 = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 4) * framework::dataset::make("StrideY", 1, 4) * framework::dataset::make("PadX", 0, 3)
-                     * framework::dataset::make("PadY", 0, 3) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 1, 3 });
+                     * framework::dataset::make("PadY", 0, 3) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 3 });
 
 const auto data3x3 = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 4) * framework::dataset::make("StrideY", 1, 4) * framework::dataset::make("PadX", 0, 2)
-                     * framework::dataset::make("PadY", 0, 2) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 1, 3 });
+                     * framework::dataset::make("PadY", 0, 2) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 3 });
 
 const auto data3x3_precommit = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 2) * framework::dataset::make("StrideY", 1, 2) * framework::dataset::make("PadX", 0, 2)
                                * framework::dataset::make("PadY", 0, 2) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 3 });
 
 const auto data1x1 = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 4) * framework::dataset::make("StrideY", 1, 4) * framework::dataset::make("PadX", 0, 1)
-                     * framework::dataset::make("PadY", 0, 1) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 1, 3 });
+                     * framework::dataset::make("PadY", 0, 1) * framework::dataset::make("ax", 0) * framework::dataset::make("ay", 0) * framework::dataset::make("NumKernels", { 3 });
 
 const auto data_layouts_dataset = framework::dataset::make("DataLayout", { DataLayout::NCHW });
 } // namespace
diff --git a/tests/validation/NEON/DirectConvolutionLayer.cpp b/tests/validation/NEON/DirectConvolutionLayer.cpp
index f9e9d8b..05c430a 100644
--- a/tests/validation/NEON/DirectConvolutionLayer.cpp
+++ b/tests/validation/NEON/DirectConvolutionLayer.cpp
@@ -85,19 +85,14 @@
                                                   combine(framework::dataset::make("PadY", { 1 }),
                                                           framework::dataset::make("KernelSize", 3))))));
 
-const auto data_f32_nightly = combine(data_f32, framework::dataset::make("NumKernels", { 1, 4, 8 }));
-const auto data_f16_nightly = combine(data_f16, framework::dataset::make("NumKernels", { 1, 4, 8 }));
+const auto data_f32_nightly = combine(data_f32, framework::dataset::make("NumKernels", { 1, 4 }));
+const auto data_f16_nightly = combine(data_f16, framework::dataset::make("NumKernels", { 1, 4 }));
 
 const auto data_precommit = combine(data, framework::dataset::make("NumKernels", { 1 }));
 
 /** Activation function Dataset*/
 const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
-{
-    ActivationLayerInfo(),
-    ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU),
-    ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.5f),
-    ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 0.5f)
-});
+{ ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 0.5f) });
 } // namespace
 
 TEST_SUITE(NEON)
diff --git a/tests/validation/NEON/ElementwiseDivision.cpp b/tests/validation/NEON/ElementwiseDivision.cpp
index 86a2056..e68ce19 100644
--- a/tests/validation/NEON/ElementwiseDivision.cpp
+++ b/tests/validation/NEON/ElementwiseDivision.cpp
@@ -117,13 +117,7 @@
     validate(dst.info()->valid_region(), valid_region);
 }
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseDivisionFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseDivisionFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference, tolerance_fp32, 0.01);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseDivisionFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseDivisionFP32Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseDivisionFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseDivisionFP32Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference, tolerance_fp32, 0.01);
@@ -132,14 +126,7 @@
 template <typename T>
 using NEElementwiseDivisionBroadcastFixture = ElementwiseDivisionBroadcastValidationFixture<Tensor, Accessor, NEElementwiseDivision, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseDivisionBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapesBroadcast(),
-                       ElementwiseDivisionFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference, tolerance_fp32, 0.01);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEElementwiseDivisionBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapesBroadcast(),
+FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseDivisionBroadcastFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapesBroadcast(),
                        ElementwiseDivisionFP32Dataset))
 {
     // Validate output
diff --git a/tests/validation/NEON/ElementwiseExpLayer.cpp b/tests/validation/NEON/ElementwiseExpLayer.cpp
index 8bcc89b..37a8bb7 100644
--- a/tests/validation/NEON/ElementwiseExpLayer.cpp
+++ b/tests/validation/NEON/ElementwiseExpLayer.cpp
@@ -92,19 +92,12 @@
 #endif           // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
 
 TEST_SUITE(FP32)
-FIXTURE_DATA_TEST_CASE(RunSmall, NEExpLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
-                                                                                                      DataType::F32)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEExpLayerFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
+                                                                                                DataType::F32)))
 {
     // Validate output
     validate(Accessor(_target), _reference, tolerance_fp32);
 }
-FIXTURE_DATA_TEST_CASE(RunLarge, NEExpLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType",
-                                                                                                    DataType::F32)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference, tolerance_fp32);
-}
-
 TEST_SUITE_END() // FP32
 TEST_SUITE_END() // Float
 
diff --git a/tests/validation/NEON/ElementwiseMax.cpp b/tests/validation/NEON/ElementwiseMax.cpp
index b9026e1..5c8a12e 100644
--- a/tests/validation/NEON/ElementwiseMax.cpp
+++ b/tests/validation/NEON/ElementwiseMax.cpp
@@ -103,13 +103,7 @@
 TEST_SUITE_END() // S32
 
 TEST_SUITE(S16)
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseMaxS16Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseMaxFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseMaxS16Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<int16_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseMaxS16Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
@@ -158,30 +152,16 @@
 #endif           /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
 
 TEST_SUITE(F32)
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseMaxFP32Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseMaxFP32Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
 }
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseMaxFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseMaxFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
 template <typename T>
 using NEElementwiseMaxBroadcastFixture = ElementwiseMaxBroadcastValidationFixture<Tensor, Accessor, NEElementwiseMax, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseMaxBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapesBroadcast(),
-                       ElementwiseMaxFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEElementwiseMaxBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapesBroadcast(),
-                       ElementwiseMaxFP32Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseMaxBroadcastFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapesBroadcast(),
+                                                                                                                        ElementwiseMaxFP32Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
diff --git a/tests/validation/NEON/ElementwiseMin.cpp b/tests/validation/NEON/ElementwiseMin.cpp
index 66d0847..cda389a 100644
--- a/tests/validation/NEON/ElementwiseMin.cpp
+++ b/tests/validation/NEON/ElementwiseMin.cpp
@@ -102,13 +102,7 @@
 TEST_SUITE_END() // S32
 
 TEST_SUITE(S16)
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMinFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseMinS16Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseMinFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseMinS16Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMinFixture<int16_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseMinS16Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
@@ -159,13 +153,7 @@
 #endif           /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
 
 TEST_SUITE(F32)
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMinFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseMinFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseMinFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseMinFP32Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMinFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseMinFP32Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
@@ -174,15 +162,8 @@
 template <typename T>
 using NEElementwiseMinBroadcastFixture = ElementwiseMinBroadcastValidationFixture<Tensor, Accessor, NEElementwiseMin, T>;
 
-FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseMinBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapesBroadcast(),
-                       ElementwiseMinFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEElementwiseMinBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapesBroadcast(),
-                       ElementwiseMinFP32Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseMinBroadcastFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapesBroadcast(),
+                                                                                                                        ElementwiseMinFP32Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
diff --git a/tests/validation/NEON/ElementwiseRsqrtLayer.cpp b/tests/validation/NEON/ElementwiseRsqrtLayer.cpp
index 8c99394..0edc06a 100644
--- a/tests/validation/NEON/ElementwiseRsqrtLayer.cpp
+++ b/tests/validation/NEON/ElementwiseRsqrtLayer.cpp
@@ -73,14 +73,8 @@
 #endif           // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
 
 TEST_SUITE(FP32)
-FIXTURE_DATA_TEST_CASE(RunSmall, NERsqrtLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
-                                                                                                        DataType::F32)))
-{
-    // Validate output
-    validate(Accessor(_target), _reference, tolerance_fp32);
-}
-FIXTURE_DATA_TEST_CASE(RunLarge, NERsqrtLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType",
-                                                                                                      DataType::F32)))
+FIXTURE_DATA_TEST_CASE(RunSmall, NERsqrtLayerFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType",
+                                                                                                  DataType::F32)))
 {
     // Validate output
     validate(Accessor(_target), _reference, tolerance_fp32);
diff --git a/tests/validation/NEON/ElementwiseSquareDiff.cpp b/tests/validation/NEON/ElementwiseSquareDiff.cpp
index d7e456e..1a9ff8a 100644
--- a/tests/validation/NEON/ElementwiseSquareDiff.cpp
+++ b/tests/validation/NEON/ElementwiseSquareDiff.cpp
@@ -143,13 +143,7 @@
     validate(dst.info()->valid_region(), valid_region);
 }
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseSquaredDiffS16Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseSquaredDiffFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseSquaredDiffS16Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<int16_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseSquaredDiffS16Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
@@ -234,18 +228,11 @@
     validate(dst.info()->valid_region(), valid_region);
 }
 
-FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseSquaredDiffFP32Dataset))
+FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseSquaredDiffFP32Dataset))
 {
     // Validate output
     validate(Accessor(_target), _reference);
 }
-
-FIXTURE_DATA_TEST_CASE(RunLarge, NEElementwiseSquaredDiffFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), ElementwiseSquaredDiffFP32Dataset))
-{
-    // Validate output
-    validate(Accessor(_target), _reference);
-}
-
 template <typename T>
 using NEElementwiseSquaredDiffBroadcastFixture = ElementwiseSquaredDiffBroadcastValidationFixture<Tensor, Accessor, NEElementwiseSquaredDiff, T>;
 
diff --git a/tests/validation/NEON/PoolingLayer.cpp b/tests/validation/NEON/PoolingLayer.cpp
index f4e8c2d..9a15775 100644
--- a/tests/validation/NEON/PoolingLayer.cpp
+++ b/tests/validation/NEON/PoolingLayer.cpp
@@ -46,8 +46,8 @@
 {
 /** Input data sets for float data types */
 
-const auto PoolingLayerDatasetFP = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(7, 7), Size2D(9, 9), Size2D(4, 4), Size2D(3, 7), Size2D(7, 8) })),
-                                                   framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })),
+const auto PoolingLayerDatasetFP = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(7, 7), Size2D(3, 7), Size2D(7, 8) })),
+                                                   framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })),
                                            framework::dataset::make("ExcludePadding", { true, false }));
 const auto PoolingLayerDatasetFPSmall = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3) })),
                                                         framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0) })),
@@ -55,8 +55,8 @@
 
 /** Input data sets for asymmetric data type */
 
-const auto PoolingLayerDatasetQASYMM8 = combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(4, 4), Size2D(9, 9), Size2D(3, 7), Size2D(7, 8) })),
-                                                        framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })),
+const auto PoolingLayerDatasetQASYMM8 = combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(3, 7), Size2D(7, 8) })),
+                                                        framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })),
                                                 framework::dataset::make("ExcludePadding", { true }));
 const auto PoolingLayerDatasetQASYMM8Small = combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 7) })),
                                                              framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(1, 2, 1, 1) })),