diff --git a/inference-engine/src/mkldnn_plugin/mkldnn_infer_request.cpp b/inference-engine/src/mkldnn_plugin/mkldnn_infer_request.cpp
index 00092f42e0e..0498eeefd63 100644
--- a/inference-engine/src/mkldnn_plugin/mkldnn_infer_request.cpp
+++ b/inference-engine/src/mkldnn_plugin/mkldnn_infer_request.cpp
@@ -425,10 +425,18 @@ void MKLDNNPlugin::MKLDNNInferRequest::SetBlob(const std::string& name, const In
                     IE_THROW(ParameterMismatch) << "Failed to set input blob. Blocking descriptor mismatch.";
             }
 
-            const auto &actualDesc = graph->getInputNodeByName(name)->getChildEdgesAtPort(0)[0]->getMemory().getDesc();
-            if (blobDesc.getLayout() != InferenceEngine::Layout::ANY &&
-                actualDesc.isCompatible(MemoryDescUtils::convertToCpuBlockedMemoryDesc(blobDesc)) &&
-                graph->_normalizePreprocMap.find(name) == graph->_normalizePreprocMap.end() && !graph->getProperty().batchLimit) {
+            MemoryDescPtr actualDesc = graph->getInputNodeByName(name)->getBaseMemDescAtOutputPort(0);
+            bool blobHasAnyLayout = blobDesc.getLayout() == InferenceEngine::Layout::ANY;
+            if (!blobHasAnyLayout && !actualDesc->isDefined()) {
+                // we must define desc for dynamic case
+                // otherwise we got incorrect check on shape compatibility inside isCompatible
+                // because lower and upper bound will be compared
+                actualDesc = actualDesc->cloneWithNewDims(blobDesc.getLayout() == InferenceEngine::Layout::SCALAR ? InferenceEngine::SizeVector{1} :
+                                                                                                                    blobDesc.getDims());
+            }
+            if (!blobHasAnyLayout &&
+                actualDesc->isCompatible(MemoryDescUtils::convertToCpuBlockedMemoryDesc(blobDesc)) &&
+                    graph->_normalizePreprocMap.find(name) == graph->_normalizePreprocMap.end() && !graph->getProperty().batchLimit) {
                 externalPtr[name] = data->buffer();
             } else if (externalPtr.find(name) != externalPtr.end()) {
                 externalPtr.erase(name);
diff --git a/inference-engine/tests/functional/plugin/cpu/single_layer_tests/batch_to_space.cpp b/inference-engine/tests/functional/plugin/cpu/single_layer_tests/batch_to_space.cpp
index 35f17a23b60..44f4a882e50 100644
--- a/inference-engine/tests/functional/plugin/cpu/single_layer_tests/batch_to_space.cpp
+++ b/inference-engine/tests/functional/plugin/cpu/single_layer_tests/batch_to_space.cpp
@@ -254,7 +254,16 @@ std::vector<std::vector<ov::Shape>> staticInputShapes5D2 = {
 std::vector<std::vector<InputShape>> dynamicInputShapes5D2 = {
         {
                 {{{-1, -1, -1, -1, -1}, {{48, 4, 3, 3, 3}, {24, 16, 5, 3, 5}, {24, 8, 7, 5, 5}}}},
-                {{{24, {8, 16}, {3, 5}, -1, -1}, {{24, 16, 3, 4, 3}, {24, 12, 5, 3, 5}, {24, 8, 4, 5, 5}}}}
+                {{{24, {8, 16}, {3, 5}, -1, -1}, {{24, 16, 3, 4, 3}, {24, 12, 5, 3, 5}, {24, 8, 4, 5, 5}}}},
+                // special case
+                {
+                    {{{1, 24}, {1, 16}, {1, 10}, {1, 10}, {1, 10}},
+                    {
+                        {24, 16, 5, 3, 5},
+                        {24, 16, 5, 3, 5},
+                        {24, 16, 7, 5, 5}
+                    }}
+                }
         }
 };