CharlesShang/DCNv2

Deformable Convolutional Networks v2 with Pytorch

1,323

stars

40

commits

C++

primary language

Jun 11, 2026

updated

cnn
deformable-convolutional-networks
pytorch

README

Deformable Convolutional Networks V2 with Pytorch 1.X

Build

    ./make.sh         # build
    python testcpu.py    # run examples and gradient check on cpu
    python testcuda.py   # run examples and gradient check on gpu 

Note

Now the master branch is for pytorch 1.x, you can switch back to pytorch 0.4 with,

git checkout pytorch_0.4

Known Issues:

  • Gradient check w.r.t offset (solved)
  • Backward is not reentrant (minor)

This is an adaption of the official Deformable-ConvNets.

Update: all gradient check passes with double precision.

Another issue is that it raises RuntimeError: Backward is not reentrant. However, the error is very small (<1e-7 for float <1e-15 for double), so it may not be a serious problem (?)

Please post an issue or PR if you have any comments.

Contributors

CharlesShang

36 commits

palver7

3 commits

trobro

1 commits

CharlesShang/DCNv2

Deformable Convolutional Networks v2 with Pytorch

1,323

stars

40

commits

C++

primary language

Jun 11, 2026

updated

cnn
deformable-convolutional-networks
pytorch

README

Deformable Convolutional Networks V2 with Pytorch 1.X

Build

    ./make.sh         # build
    python testcpu.py    # run examples and gradient check on cpu
    python testcuda.py   # run examples and gradient check on gpu 

Note

Now the master branch is for pytorch 1.x, you can switch back to pytorch 0.4 with,

git checkout pytorch_0.4

Known Issues:

  • Gradient check w.r.t offset (solved)
  • Backward is not reentrant (minor)

This is an adaption of the official Deformable-ConvNets.

Update: all gradient check passes with double precision.

Another issue is that it raises RuntimeError: Backward is not reentrant. However, the error is very small (<1e-7 for float <1e-15 for double), so it may not be a serious problem (?)

Please post an issue or PR if you have any comments.

Contributors

CharlesShang

36 commits

palver7

3 commits

trobro

1 commits

Languages

C++

38.3%

Cuda

32.1%

Python

19.3%

C

6.5%

Jupyter Notebook

3.8%