{"id":13788174,"url":"https://github.com/ucas-vg/PointTinyBenchmark","last_synced_at":"2025-05-12T02:33:05.847Z","repository":{"id":38265063,"uuid":"229442852","full_name":"ucas-vg/PointTinyBenchmark","owner":"ucas-vg","description":"Point based  and tiny object detection and localization code set of 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PointTinyBenchmark\n\n--------------\n\nPointTinyBenchmark is an open source toolbox for object localization and detection tasks on top of [mmdetection](https://github.com/open-mmlab/mmdetection). \n\nTo date, It implements the following benchmark and algorithms:\n\n* [Scale Match for TinyPerson Detection (WACV2020)](https://arxiv.org/abs/1912.10664) [Detail](TOV_mmdetection/docs/tov/)\n* [Object Localization under Single Coarse Point Supervision (CVPR2022)](https://arxiv.org/abs/2203.09338) [Detail](TOV_mmdetection/docs/cpr)\n* [Point-to-Box Network for Accurate Object Detection via Single Point Supervision (ECCV2022)](https://arxiv.org/abs/2207.06827) [Detail](https://github.com/ucas-vg/PointTinyBenchmark/tree/P2BNet)\n* [Spatial Self-Distillation for Object Detection with Inaccurate Bounding Boxes (ICCV2023)]() [Detail](https://github.com/ucas-vg/PointTinyBenchmark/tree/SSD-Det)\n* [CPR++: Object Localization via Single Coarse Point Supervision (TPAMI2024)](https://arxiv.org/abs/2401.17203) [come soon]()\n\n## News\n\n## Others\n- For the old version code or TinyPerson(version 1) dataset [Scale Match for Tiny Person Detection](https://github.com/ucas-vg/PointTinyBenchmark/tree/TinyBenchmark), refer to the [TinyBenchmark branch](https://github.com/ucas-vg/PointTinyBenchmark/tree/TinyBenchmark)\n\n## Citation\n\nAnd if the following works do some help for your research, please cite:\n```\n@inproceedings{CPR,\n  author    = {Yu, Xuehui and Chen, Pengfei and Wu, Di and Hassan, Najmul and Li,\nGuorong and Yan, Junchi and Shi, Humphrey and Ye, Qixiang and Han, Zhenjun},\n  title     = {Object Localization under Single Coarse Point Supervision},\n  booktitle = {CVPR},\n  year      = {2022},\n}\n```\n```\n@article{yu20201st,\n  title={The 1st Tiny Object Detection Challenge: Methods and Results},\n  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},\n  journal={arXiv preprint arXiv:2009.07506},\n  year={2020}\n}\n```\n```\n@inproceedings{yu2020scale,\n  title={Scale Match for Tiny Person Detection},\n  author={Yu, Xuehui and Gong, Yuqi and Jiang, Nan and Ye, Qixiang and Han, Zhenjun},\n  booktitle={The IEEE Winter Conference on Applications of Computer Vision},\n  pages={1257--1265},\n  year={2020}\n}\n```\n\n```\n@inproceedings{P2BNet,\n  author    = {Pengfei Chen, Xuehui Yu, Xumeng Han, Najmul Hassan, Kai Wang, Jiachen\nLi, Jian Zhao, Humphrey Shi, Zhenjun Han, and Qixiang Ye},\n  title     = {Point-to-Box Network for Accurate Object Detection via Single Point Supervision},\n  booktitle = {ECCV},\n  year      = {2022},\n}\n```\n\n```\n@inproceedings{SSDDET,\n  author    = {Wu, Di and Chen, Pengfei and Yu, Xuehui and Li,\nGuorong and Han, Zhenjun and Jiao, Jianbin},\n  title     = {Spatial Self-Distillation for Object Detection with Inaccurate Bounding Boxes},\n  booktitle = {ICCV},\n  year      = {2023},\n}\n```\n\n\n","funding_links":[],"categories":["Misc","Person Detection Datasets","Object Detection Datasets"],"sub_categories":["Challenge"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fucas-vg%2FPointTinyBenchmark","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fucas-vg%2FPointTinyBenchmark","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fucas-vg%2FPointTinyBenchmark/lists"}