diff --git a/modules/dnn/src/caffe/caffe_importer.cpp b/modules/dnn/src/caffe/caffe_importer.cpp
index f31966022e..3c3119bb79 100644
--- a/modules/dnn/src/caffe/caffe_importer.cpp
+++ b/modules/dnn/src/caffe/caffe_importer.cpp
@@ -379,6 +379,10 @@ public:
                     layerParams.blobs[1].setTo(1);  // std
                 }
             }
+            else if ("ConvolutionDepthwise" == type)
+            {
+                type = "Convolution";
+            }
 
             int id = dstNet.addLayer(name, type, layerParams);