Deformable ConvNets v2
骨架网络 |
网络类型 |
卷积 |
每张GPU图片个数 |
学习率策略 |
推理时间(fps) |
Box AP |
Mask AP |
下载 |
配置文件 |
ResNet50-FPN |
Faster |
c3-c5 |
1 |
1x |
- |
42.1 |
- |
下载链接 |
配置文件 |
ResNet50-vd-FPN |
Faster |
c3-c5 |
1 |
1x |
- |
42.7 |
- |
下载链接 |
配置文件 |
ResNet50-vd-FPN |
Faster |
c3-c5 |
1 |
2x |
- |
43.7 |
- |
下载链接 |
配置文件 |
ResNet101-vd-FPN |
Faster |
c3-c5 |
1 |
1x |
- |
45.1 |
- |
下载链接 |
配置文件 |
ResNeXt101-vd-FPN |
Faster |
c3-c5 |
1 |
1x |
- |
46.5 |
- |
下载链接 |
配置文件 |
ResNet50-FPN |
Mask |
c3-c5 |
1 |
1x |
- |
42.7 |
38.4 |
下载链接 |
配置文件 |
ResNet50-vd-FPN |
Mask |
c3-c5 |
1 |
2x |
- |
44.6 |
39.8 |
下载链接 |
配置文件 |
ResNet101-vd-FPN |
Mask |
c3-c5 |
1 |
1x |
- |
45.6 |
40.6 |
下载链接 |
配置文件 |
ResNeXt101-vd-FPN |
Mask |
c3-c5 |
1 |
1x |
- |
47.3 |
42.0 |
下载链接 |
配置文件 |
ResNet50-FPN |
Cascade Faster |
c3-c5 |
1 |
1x |
- |
42.1 |
- |
下载链接 |
配置文件 |
ResNeXt101-vd-FPN |
Cascade Faster |
c3-c5 |
1 |
1x |
- |
48.8 |
- |
下载链接 |
配置文件 |
注意事项:
Citations
@inproceedings{dai2017deformable,
title={Deformable Convolutional Networks},
author={Dai, Jifeng and Qi, Haozhi and Xiong, Yuwen and Li, Yi and Zhang, Guodong and Hu, Han and Wei, Yichen},
booktitle={Proceedings of the IEEE international conference on computer vision},
year={2017}
}
@article{zhu2018deformable,
title={Deformable ConvNets v2: More Deformable, Better Results},
author={Zhu, Xizhou and Hu, Han and Lin, Stephen and Dai, Jifeng},
journal={arXiv preprint arXiv:1811.11168},
year={2018}
}