PointTiny基准测试

PointTiny基准测试是基于mmdetection的开源工具箱，用于对象定位和检测任务。

目前，它实现了以下基准测试和算法：

• 用于微小人员检测的尺度匹配（WACV2020） [详情](https://github.com/ucas-vg/PointTinyBenchmark/blob/master/TOV_mmdetection/docs/tov/
• 单一粗略点监督下的对象定位（CVPR2022） [详情](https://github.com/ucas-vg/PointTinyBenchmark/blob/master/TOV_mmdetection/docs/cpr
• 点到框网络：通过单点监督实现准确的对象检测（ECCV2022） 详情
• 空间自蒸馏用于不精确边界框的对象检测（ICCV2023） [详情](https://github.com/ucas-vg/PointTinyBenchmark/tree/SSD-Det
• CPR++：通过单一粗略点监督的对象定位（TPAMI2024） 即将推出

新闻

其他

• 关于旧版代码或TinyPerson（版本1）数据集用于微小人员检测的尺度匹配，请参阅TinyBenchmark分支

引用

如果以下工作对您的研究有所帮助，请引用：

@inproceedings{CPR,
  author    = {Yu, Xuehui and Chen, Pengfei and Wu, Di and Hassan, Najmul and Li,
Guorong and Yan, Junchi and Shi, Humphrey and Ye, Qixiang and Han, Zhenjun},
  title     = {Object Localization under Single Coarse Point Supervision},
  booktitle = {CVPR},
  year      = {2022},
}

@article{yu20201st,
  title={The 1st Tiny Object Detection Challenge: Methods and Results},
  author={Yu, Xuehui and Han, Zhenjun and Gong, Yuqi and Jan, Nan and Zhao, Jian and Ye, Qixiang and Chen, Jie and Feng, Yuan and Zhang, Bin and Wang, Xiaodi and others},
  journal={arXiv preprint arXiv:2009.07506},
  year={2020}
}

@inproceedings{yu2020scale,
  title={Scale Match for Tiny Person Detection},
  author={Yu, Xuehui and Gong, Yuqi and Jiang, Nan and Ye, Qixiang and Han, Zhenjun},
  booktitle={The IEEE Winter Conference on Applications of Computer Vision},
  pages={1257--1265},
  year={2020}
}

@inproceedings{P2BNet,
  author    = {Pengfei Chen, Xuehui Yu, Xumeng Han, Najmul Hassan, Kai Wang, Jiachen
Li, Jian Zhao, Humphrey Shi, Zhenjun Han, and Qixiang Ye},
  title     = {Point-to-Box Network for Accurate Object Detection via Single Point Supervision},
  booktitle = {ECCV},
  year      = {2022},
}

@inproceedings{SSDDET,
  author    = {Wu, Di and Chen, Pengfei and Yu, Xuehui and Li,
Guorong and Han, Zhenjun and Jiao, Jianbin},
  title     = {Spatial Self-Distillation for Object Detection with Inaccurate Bounding Boxes},
  booktitle = {ICCV},
  year      = {2023},
}