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You Only Look One-level Feature (YOLOF), CVPR2021

A simple, fast, and efficient object detector without FPN.

You Only Look One-level Feature,
Qiang Chen, Yingming Wang, Tong Yang, Xiangyu Zhang, Jian Cheng, Jian Sun

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Getting Started

Main results

The models listed below can be found in this onedrive link or in the BaiduCloud link with code qr6o. The FPS is tested on a 2080Ti GPU. More models will be available in the near future.

ModelCOCO val mAPFPS
YOLOF_R_50_C5_1x37.732
YOLOF_R_50_DC5_1x39.220
YOLOF_R_101_C5_1x39.821
YOLOF_R_101_DC5_1x40.515
YOLOF_X_101_64x4d_C5_1x42.210
YOLOF_CSP_D_53_DC5_3x41.239
YOLOF_CSP_D_53_DC5_9x42.839
YOLOF_CSP_D_53_DC5_9x_stage2_3x43.239

Citation

If you find this project useful for your research, please use the following BibTeX entry.

@inproceedings{chen2021you,
  title={You Only Look One-level Feature},
  author={Chen, Qiang and Wang, Yingming and Yang, Tong and Zhang, Xiangyu and Cheng, Jian and Sun, Jian},
  booktitle={IEEE Conference on Computer Vision and Pattern Recognition},
  year={2021}
}