diff --git a/lite/core/mir/fusion/conv_elementwise_fuse_pass.cc b/lite/core/mir/fusion/conv_elementwise_fuse_pass.cc
index a3040d1189422d640b13e5776abe46fb87f354f6..57ed845150a01cd3cb85af822ca09196fbcefe83 100644
--- a/lite/core/mir/fusion/conv_elementwise_fuse_pass.cc
+++ b/lite/core/mir/fusion/conv_elementwise_fuse_pass.cc
@@ -28,6 +28,9 @@ void ConvElementwiseFusePass::Apply(const std::unique_ptr<SSAGraph>& graph) {
 
   fusion::ConvElementwiseFuser depthwise_fuser("depthwise_conv2d");
   depthwise_fuser(graph.get());
+
+  fusion::ConvElementwiseFuser conv2d_transpose_fuser("conv2d_transpose");
+  conv2d_transpose_fuser(graph.get());
 }
 
 }  // namespace mir