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README.md | 3 years ago | |
cascade_rcnn_dcn_r50_fpn_1x_coco.yml | 3 years ago | |
cascade_rcnn_dcn_x101_vd_64x4d_fpn_1x_coco.yml | 3 years ago | |
faster_rcnn_dcn_r50_fpn_1x_coco.yml | 3 years ago | |
faster_rcnn_dcn_r50_vd_fpn_1x_coco.yml | 3 years ago | |
faster_rcnn_dcn_r50_vd_fpn_2x_coco.yml | 3 years ago | |
faster_rcnn_dcn_r101_vd_fpn_1x_coco.yml | 3 years ago | |
faster_rcnn_dcn_x101_vd_64x4d_fpn_1x_coco.yml | 3 years ago | |
mask_rcnn_dcn_r50_fpn_1x_coco.yml | 3 years ago | |
mask_rcnn_dcn_r50_vd_fpn_2x_coco.yml | 3 years ago | |
mask_rcnn_dcn_r101_vd_fpn_1x_coco.yml | 3 years ago | |
mask_rcnn_dcn_x101_vd_64x4d_fpn_1x_coco.yml | 3 years ago |
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:
c3-c5
意思是在resnet模块的3到5阶段增加dcn
.@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}
}
PaddleDetection
Python Jupyter Notebook Markdown C++ Java other
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