diff --git a/paddle/operators/CMakeLists.txt b/paddle/operators/CMakeLists.txt
index 709f7de2e43093114d096cbfca5b5d49293a6d3e..71740b8b0c63886d4a6d2665de671664f10f1729 100644
--- a/paddle/operators/CMakeLists.txt
+++ b/paddle/operators/CMakeLists.txt
@@ -55,6 +55,18 @@ function(op_library TARGET)
         set(pybind_flag 1)
     endif()
 
+    if ("${TARGET}" STREQUAL "compare_op")
+        set(pybind_flag 1)
+        file(APPEND ${pybind_file} "USE_OP(less_than);\nUSE_OP(equal);\n")
+    endif()
+
+    # conv_op contains several operators
+    if ("${TARGET}" STREQUAL "conv_op")
+        set(pybind_flag 1)
+        # It's enough to just adding one operator to pybind
+        file(APPEND ${pybind_file} "USE_OP(conv2d);\n")
+    endif()
+
     # pool_op contains several operators
     if ("${TARGET}" STREQUAL "pool_op")
         set(pybind_flag 1)
@@ -62,9 +74,11 @@ function(op_library TARGET)
         file(APPEND ${pybind_file} "USE_OP(pool2d);\n")
     endif()
 
-    if ("${TARGET}" STREQUAL "compare_op")
+    # pool_cudnn_op contains several operators
+    if ("${TARGET}" STREQUAL "pool_cudnn_op")
         set(pybind_flag 1)
-        file(APPEND ${pybind_file} "USE_OP(less_than);\nUSE_OP(equal);\n")
+        # It's enough to just adding one operator to pybind
+        file(APPEND ${pybind_file} "USE_OP(pool2d_cudnn);\n")
     endif()
 
     # pool_with_index_op contains several operators
@@ -74,25 +88,18 @@ function(op_library TARGET)
         file(APPEND ${pybind_file} "USE_OP(max_pool2d_with_index);\n")
     endif()
 
-    # conv_op contains several operators
-    if ("${TARGET}" STREQUAL "conv_op")
-        set(pybind_flag 1)
-        # It's enough to just adding one operator to pybind
-        file(APPEND ${pybind_file} "USE_OP(conv2d);\n")
-    endif()
-
     # conv_transpose_op contains several operators
     if ("${TARGET}" STREQUAL "conv_transpose_op")
         set(pybind_flag 1)
         # It's enough to just adding one operator to pybind
         file(APPEND ${pybind_file} "USE_OP(conv2d_transpose);\n")
     endif()
-    
-    # pool_cudnn_op contains several operators
-    if ("${TARGET}" STREQUAL "pool_cudnn_op")
+
+    # conv_transpose_cudnn_op contains two operators
+    if ("${TARGET}" STREQUAL "conv_transpose_cudnn_op")
         set(pybind_flag 1)
         # It's enough to just adding one operator to pybind
-        file(APPEND ${pybind_file} "USE_OP(pool2d_cudnn);\n")
+        file(APPEND ${pybind_file} "USE_OP(conv2d_transpose_cudnn);\n")
     endif()
 
     # save_restore_op contains several operators
diff --git a/paddle/operators/conv2d_transpose_cudnn_op.cc b/paddle/operators/conv_transpose_cudnn_op.cc
similarity index 82%
rename from paddle/operators/conv2d_transpose_cudnn_op.cc
rename to paddle/operators/conv_transpose_cudnn_op.cc
index fce1357ce5af5f11ccc5941690431393301e6725..7ec3319cd0cd41a812026aae09542d92825c1a69 100644
--- a/paddle/operators/conv2d_transpose_cudnn_op.cc
+++ b/paddle/operators/conv_transpose_cudnn_op.cc
@@ -48,3 +48,14 @@ REGISTER_OP_CPU_KERNEL(
 REGISTER_OP_CPU_KERNEL(
     conv2d_transpose_cudnn_grad,
     ops::GemmConvTransposeGradKernel<paddle::platform::CPUPlace, float>);
+
+REGISTER_OP(conv3d_transpose_cudnn, ops::ConvTransposeOp,
+            ops::CudnnConv3DTransposeOpMaker, conv3d_transpose_cudnn_grad,
+            ops::ConvTransposeOpGrad);
+
+REGISTER_OP_CPU_KERNEL(
+    conv3d_transpose_cudnn,
+    ops::GemmConvTransposeKernel<paddle::platform::CPUPlace, float>);
+REGISTER_OP_CPU_KERNEL(
+    conv3d_transpose_cudnn_grad,
+    ops::GemmConvTransposeGradKernel<paddle::platform::CPUPlace, float>);
diff --git a/paddle/operators/conv2d_transpose_cudnn_op.cu b/paddle/operators/conv_transpose_cudnn_op.cu
similarity index 97%
rename from paddle/operators/conv2d_transpose_cudnn_op.cu
rename to paddle/operators/conv_transpose_cudnn_op.cu
index 694526ec01214acf2ec6a3d68d3cf072739ac185..cd31896f2c06e6b7e11841eb5e8533d717e76b16 100644
--- a/paddle/operators/conv2d_transpose_cudnn_op.cu
+++ b/paddle/operators/conv_transpose_cudnn_op.cu
@@ -237,3 +237,8 @@ REGISTER_OP_GPU_KERNEL(conv2d_transpose_cudnn,
                        ops::CudnnConvTransposeOpKernel<float>);
 REGISTER_OP_GPU_KERNEL(conv2d_transpose_cudnn_grad,
                        ops::CudnnConvTransposeGradOpKernel<float>);
+
+REGISTER_OP_GPU_KERNEL(conv3d_transpose_cudnn,
+                       ops::CudnnConvTransposeOpKernel<float>);
+REGISTER_OP_GPU_KERNEL(conv3d_transpose_cudnn_grad,
+                       ops::CudnnConvTransposeGradOpKernel<float>);