diff --git a/src/tests/functional/plugin/cpu/single_layer_tests/convolution_backprop_data.cpp b/src/tests/functional/plugin/cpu/single_layer_tests/convolution_backprop_data.cpp
index c4266e3ea82..e3c695a0164 100755
--- a/src/tests/functional/plugin/cpu/single_layer_tests/convolution_backprop_data.cpp
+++ b/src/tests/functional/plugin/cpu/single_layer_tests/convolution_backprop_data.cpp
@@ -397,7 +397,9 @@ const std::vector<DeconvInputData> Planar_3D_inputs_smoke = {
 
 const std::vector<DeconvInputData> Planar_3D_inputs_nightly = {
     DeconvInputData{
-        InputShape{{-1, 12, -1, -1, -1}, {{ 2, 12, 7, 7, 7}, { 2, 12, 5, 7, 7}, { 1, 12, 9, 4, 9}}},
+        // -1 will result deconv use 64 to infer output shape, for 3d output shape is too big for gemm bwd kernel
+        //  to buffer the intermedia results
+        InputShape{{-1, 12, {5, 9}, {4, 7}, {7, 9}}, {{ 2, 12, 7, 7, 7}, { 2, 12, 5, 7, 7}, { 1, 12, 9, 4, 9}}},
         ngraph::helpers::InputLayerType::CONSTANT,
         {}
     },
@@ -478,6 +480,19 @@ const std::vector<DeconvInputData> Blocked_2D_inputs_smoke = {
     }
 };
 
+const auto convParams_ExplicitPadding_Blocked_2D_nightly = ::testing::Combine(
+    ::testing::ValuesIn(kernels2d),
+    // Use 7x7 with stride 1 is too small to generate 15x15 output. It needs a big negative pad which will result
+    //  avx512 kernel not to be selected.
+    ::testing::ValuesIn({strides2d[1]}),
+    ::testing::ValuesIn(padBegins2d),
+    ::testing::ValuesIn(padEnds2d),
+    ::testing::ValuesIn(dilations2d),
+    ::testing::ValuesIn(numOutChannels_Blocked),
+    ::testing::Values(ngraph::op::PadType::EXPLICIT),
+    ::testing::ValuesIn(emptyOutputPadding)
+);
+
 const std::vector<DeconvInputData> Blocked_2D_inputs_nightly = {
     DeconvInputData{
         InputShape{{-1, 67, -1, -1}, {{ 2, 67, 7, 7}, { 2, 67, 5, 7}, { 1, 67, 9, 4}}},
@@ -529,7 +544,7 @@ INSTANTIATE_TEST_SUITE_P(smoke_Deconv_2D_Blocked_BF16, DeconvolutionLayerCPUTest
 
 INSTANTIATE_TEST_SUITE_P(nightly_Deconv_2D_Blocked_FP32, DeconvolutionLayerCPUTest,
     ::testing::Combine(
-        convParams_ExplicitPadding_Blocked_2D,
+        convParams_ExplicitPadding_Blocked_2D_nightly,
         ::testing::ValuesIn(Blocked_2D_inputs_nightly),
         ::testing::Values(ElementType::f32),
         ::testing::ValuesIn(fusingParamsSet),
@@ -539,7 +554,7 @@ INSTANTIATE_TEST_SUITE_P(nightly_Deconv_2D_Blocked_FP32, DeconvolutionLayerCPUTe
 
 INSTANTIATE_TEST_SUITE_P(nightly_Deconv_2D_Blocked_BF16, DeconvolutionLayerCPUTest,
     ::testing::Combine(
-        convParams_ExplicitPadding_Blocked_2D,
+        convParams_ExplicitPadding_Blocked_2D_nightly,
         ::testing::ValuesIn(Blocked_2D_inputs_nightly),
         ::testing::Values(ElementType::f32),
         ::testing::ValuesIn(fusingParamsSet),
@@ -561,6 +576,17 @@ const std::vector<DeconvInputData> Blocked_3D_inputs_smoke = {
     }
 };
 
+const auto convParams_ExplicitPadding_Blocked_3D_nightly = ::testing::Combine(
+    ::testing::ValuesIn(kernels3d),
+    ::testing::ValuesIn({strides3d[0]}),
+    ::testing::ValuesIn(padBegins3d),
+    ::testing::ValuesIn(padEnds3d),
+    ::testing::ValuesIn(dilations3d),
+    ::testing::Values(32),
+    ::testing::Values(ngraph::op::PadType::EXPLICIT),
+    ::testing::ValuesIn(emptyOutputPadding)
+);
+
 const std::vector<DeconvInputData> Blocked_3D_inputs_nightly = {
     DeconvInputData{
         InputShape{{-1, 35, -1, -1, -1}, {{ 1, 35, 5, 5, 5}, { 2, 35, 5, 7, 5}}},
@@ -612,7 +638,7 @@ INSTANTIATE_TEST_SUITE_P(smoke_Deconv_3D_Blocked_BF16, DeconvolutionLayerCPUTest
 
 INSTANTIATE_TEST_SUITE_P(nightly_Deconv_3D_Blocked_FP32, DeconvolutionLayerCPUTest,
     ::testing::Combine(
-        convParams_ExplicitPadding_Blocked_3D,
+        convParams_ExplicitPadding_Blocked_3D_nightly,
         ::testing::ValuesIn(Blocked_3D_inputs_nightly),
         ::testing::Values(ElementType::f32),
         ::testing::ValuesIn(fusingParamsSet),
@@ -622,7 +648,7 @@ INSTANTIATE_TEST_SUITE_P(nightly_Deconv_3D_Blocked_FP32, DeconvolutionLayerCPUTe
 
 INSTANTIATE_TEST_SUITE_P(nightly_Deconv_3D_Blocked_BF16, DeconvolutionLayerCPUTest,
     ::testing::Combine(
-        convParams_ExplicitPadding_Blocked_3D,
+        convParams_ExplicitPadding_Blocked_3D_nightly,
         ::testing::ValuesIn(Blocked_3D_inputs_nightly),
         ::testing::Values(ElementType::f32),
         ::testing::ValuesIn(fusingParamsSet),
diff --git a/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution.cpp b/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution.cpp
index 8ac53f86621..530f11444c9 100644
--- a/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution.cpp
+++ b/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution.cpp
@@ -617,7 +617,7 @@ INSTANTIATE_TEST_SUITE_P(smoke_GroupConv_2D_FP32, GroupConvolutionLayerCPUTest,
 std::vector<InputShape> inputShapes2d_dynBatch = {
     {
         //dynamic shapes
-        { {1, 10}, 64, 7, 7},
+        { {1, 10}, 64, {7, 9}, {7, 9}},
         { //target static shapes
             { 2, 64, 7, 7 },
             { 1, 64, 9, 9 },
diff --git a/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution_backprop_data.cpp b/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution_backprop_data.cpp
index 8587e3e9b7a..902e6496855 100755
--- a/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution_backprop_data.cpp
+++ b/src/tests/functional/plugin/cpu/single_layer_tests/group_convolution_backprop_data.cpp
@@ -490,6 +490,18 @@ const std::vector<DeconvInputData> Blocked_2D_inputs_smoke = {
     }
 };
 
+const auto groupConvParams_ExplicitPadding_Blocked_2D_nightly = ::testing::Combine(
+        ::testing::ValuesIn(kernels2d),
+        ::testing::ValuesIn({strides2d[1]}),
+        ::testing::ValuesIn(padBegins2d),
+        ::testing::ValuesIn(padEnds2d),
+        ::testing::ValuesIn(dilations2d),
+        ::testing::ValuesIn(numOutChannels_Blocked),
+        ::testing::ValuesIn(numGroups_Blocked),
+        ::testing::Values(ngraph::op::PadType::EXPLICIT),
+        ::testing::ValuesIn(emptyOutputPadding)
+);
+
 const std::vector<DeconvInputData> Blocked_2D_inputs_nightly = {
     DeconvInputData{
         InputShape{{-1, 64, -1, -1}, {{ 2, 64, 7, 7}, { 2, 64, 5, 7}, { 1, 64, 9, 4}}},
@@ -542,7 +554,7 @@ INSTANTIATE_TEST_SUITE_P(smoke_GroupDeconv_2D_Blocked_BF16, GroupDeconvolutionLa
 
 INSTANTIATE_TEST_SUITE_P(nightly_GroupDeconv_2D_Blocked_FP32, GroupDeconvolutionLayerCPUTest,
     ::testing::Combine(
-        groupConvParams_ExplicitPadding_Blocked_2D,
+        groupConvParams_ExplicitPadding_Blocked_2D_nightly,
         ::testing::ValuesIn(Blocked_2D_inputs_nightly),
         ::testing::Values(ElementType::f32),
         ::testing::ValuesIn(fusingParamsSet),
@@ -552,7 +564,7 @@ INSTANTIATE_TEST_SUITE_P(nightly_GroupDeconv_2D_Blocked_FP32, GroupDeconvolution
 
 INSTANTIATE_TEST_SUITE_P(nightly_GroupDeconv_2D_Blocked_BF16, GroupDeconvolutionLayerCPUTest,
     ::testing::Combine(
-        groupConvParams_ExplicitPadding_Blocked_2D,
+        groupConvParams_ExplicitPadding_Blocked_2D_nightly,
         ::testing::ValuesIn(Blocked_2D_inputs_nightly),
         ::testing::Values(ElementType::f32),
         ::testing::ValuesIn(fusingParamsSet),