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README.md

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},
}