diff --git a/tests/validation/NEON/DeconvolutionLayer.cpp b/tests/validation/NEON/DeconvolutionLayer.cpp
index fc37c02..8860a9f 100644
--- a/tests/validation/NEON/DeconvolutionLayer.cpp
+++ b/tests/validation/NEON/DeconvolutionLayer.cpp
@@ -45,7 +45,10 @@
 {
 constexpr AbsoluteTolerance<float> tolerance_fp32(0.001f); /**< Tolerance for floating point tests */
 constexpr AbsoluteTolerance<float> tolerance_qasymm8(0.0); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */
-constexpr float                    tolerance_num = 0.07f;  /**< Tolerance number */
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+const RelativeTolerance<half_float::half> tolerance_fp16(half_float::half(0.2f));    /**< Relative tolerance value for comparing reference's output against implementation's output for DataType::F16 */
+#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC*/
+constexpr float tolerance_num = 0.07f;  /**< Tolerance number */
 
 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("NumKernels", { 3 });
@@ -175,10 +178,8 @@
 using NEDeconvolutionLayerFixture1x1 = DeconvolutionValidationFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 1, 1>;
 
 TEST_SUITE(Float)
-
 TEST_SUITE(FP32)
 TEST_SUITE(W4x4)
-
 FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture4x4<float>, framework::DatasetMode::NIGHTLY, combine(combine(data4x4, framework::dataset::make("DataType", DataType::F32)),
                                                                                                             data_layouts_dataset))
 {
@@ -186,9 +187,7 @@
     validate(Accessor(_target), _reference, tolerance_fp32);
 }
 TEST_SUITE_END() // W4x4
-
 TEST_SUITE(W3x3)
-
 FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerFixture3x3<float>, framework::DatasetMode::PRECOMMIT, combine(combine(data3x3_precommit, framework::dataset::make("DataType", DataType::F32)),
                                                                                                                    data_layouts_dataset))
 {
@@ -202,7 +201,6 @@
     validate(Accessor(_target), _reference, tolerance_fp32);
 }
 TEST_SUITE_END() // W3x3
-
 TEST_SUITE(W1x1)
 FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture1x1<float>, framework::DatasetMode::NIGHTLY, combine(combine(data1x1, framework::dataset::make("DataType", DataType::F32)),
                                                                                                             data_layouts_dataset))
@@ -211,8 +209,44 @@
     validate(Accessor(_target), _reference, tolerance_fp32);
 }
 TEST_SUITE_END() // W1x1
-
 TEST_SUITE_END() // FP32
+
+#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+TEST_SUITE(FP16)
+TEST_SUITE(W4x4)
+FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture4x4<half>, framework::DatasetMode::NIGHTLY, combine(combine(data4x4, framework::dataset::make("DataType", DataType::F16)),
+                                                                                                            data_layouts_dataset))
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_fp16);
+}
+TEST_SUITE_END() // W4x4
+TEST_SUITE(W3x3)
+FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerFixture3x3<half>, framework::DatasetMode::PRECOMMIT, combine(combine(data3x3_precommit, framework::dataset::make("DataType", DataType::F16)),
+                                                                                                                   data_layouts_dataset))
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_fp16);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, NEDeconvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY, combine(combine(data3x3, framework::dataset::make("DataType", DataType::F16)),
+                                                                                                                 data_layouts_dataset))
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_fp16);
+}
+TEST_SUITE_END() // W3x3
+TEST_SUITE(W1x1)
+FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture1x1<half>, framework::DatasetMode::NIGHTLY, combine(combine(data1x1, framework::dataset::make("DataType", DataType::F16)),
+                                                                                                            data_layouts_dataset))
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_fp16);
+}
+TEST_SUITE_END() // W1x1
+TEST_SUITE_END() // FP16
+#endif           /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
+
+
 TEST_SUITE_END() // Float
 
 template <typename T>