Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
Model Zoo
| 骨架网络 |
网络类型 |
每张GPU图片个数 |
学习率策略 |
推理时间(fps) |
Box AP |
下载 |
配置文件 |
| ResNet50 |
Faster |
1 |
1x |
---- |
36.7 |
下载链接 |
配置文件 |
| ResNet50-vd |
Faster |
1 |
1x |
---- |
37.6 |
下载链接 |
配置文件 |
| ResNet101 |
Faster |
1 |
1x |
---- |
39.0 |
下载链接 |
配置文件 |
| ResNet34-FPN |
Faster |
1 |
1x |
---- |
37.8 |
下载链接 |
配置文件 |
| ResNet34-FPN-MultiScaleTest |
Faster |
1 |
1x |
---- |
38.2 |
下载链接 |
配置文件 |
| ResNet34-vd-FPN |
Faster |
1 |
1x |
---- |
38.5 |
下载链接 |
配置文件 |
| ResNet50-FPN |
Faster |
1 |
1x |
---- |
38.4 |
下载链接 |
配置文件 |
| ResNet50-FPN |
Faster |
1 |
2x |
---- |
40.0 |
下载链接 |
配置文件 |
| ResNet50-vd-FPN |
Faster |
1 |
1x |
---- |
39.5 |
下载链接 |
配置文件 |
| ResNet50-vd-FPN |
Faster |
1 |
2x |
---- |
40.8 |
下载链接 |
配置文件 |
| ResNet101-FPN |
Faster |
1 |
2x |
---- |
41.4 |
下载链接 |
配置文件 |
| ResNet101-vd-FPN |
Faster |
1 |
1x |
---- |
42.0 |
下载链接 |
配置文件 |
| ResNet101-vd-FPN |
Faster |
1 |
2x |
---- |
43.0 |
下载链接 |
配置文件 |
| ResNeXt101-vd-FPN |
Faster |
1 |
1x |
---- |
43.4 |
下载链接 |
配置文件 |
| ResNeXt101-vd-FPN |
Faster |
1 |
2x |
---- |
44.0 |
下载链接 |
配置文件 |
| ResNet50-vd-SSLDv2-FPN |
Faster |
1 |
1x |
---- |
41.4 |
下载链接 |
配置文件 |
| ResNet50-vd-SSLDv2-FPN |
Faster |
1 |
2x |
---- |
42.3 |
下载链接 |
配置文件 |
| Swin-Tiny-FPN |
Faster |
2 |
1x |
---- |
42.6 |
下载链接 |
配置文件 |
| Swin-Tiny-FPN |
Faster |
2 |
2x |
---- |
44.8 |
下载链接 |
配置文件 |
| Swin-Tiny-FPN |
Faster |
2 |
3x |
---- |
45.3 |
下载链接 |
配置文件 |
Citations
@article{Ren_2017,
title={Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
author={Ren, Shaoqing and He, Kaiming and Girshick, Ross and Sun, Jian},
year={2017},
month={Jun},
}
