diff --git a/src/inference/src/blob_transform.cpp b/src/inference/src/blob_transform.cpp
index 75fafaf077f..0ccbe03a388 100644
--- a/src/inference/src/blob_transform.cpp
+++ b/src/inference/src/blob_transform.cpp
@@ -363,7 +363,7 @@ void blob_copy(Blob::Ptr src, Blob::Ptr dst) {
 
     if (src->getTensorDesc().getPrecision() != dst->getTensorDesc().getPrecision())
         IE_THROW() << "Unimplemented blob transformation from precision " << src->getTensorDesc().getPrecision()
-                   << " to " << src->getTensorDesc().getPrecision();
+                   << " to " << dst->getTensorDesc().getPrecision();
 
     if (src->getTensorDesc().getDims() != dst->getTensorDesc().getDims())
         IE_THROW() << "Unimplemented blob transformation from different shapes ";
diff --git a/src/inference/src/dev/make_tensor.cpp b/src/inference/src/dev/make_tensor.cpp
index ff8b3b507e6..77e3ea610fb 100644
--- a/src/inference/src/dev/make_tensor.cpp
+++ b/src/inference/src/dev/make_tensor.cpp
@@ -512,12 +512,12 @@ public:
                        auto dims = shape;
                        if (shape.size() == 4) {
                            // NHWC
-                           if (shape[1] == shape[2]) {
+                           if ((shape[1] == shape[2]) && (shape[1] != shape[3])) {
                                blk_order = {0, 2, 3, 1};
                                dims[1] = shape[3];
                                dims[2] = shape[1];
                                dims[3] = shape[2];
-                            }
+                           }
                        }
                        ie::SizeVector dim_offset(shape.size(), 0);
                        ie::SizeVector blk_strides;