# PointTinyBenchmark

**Repository Path**: vt-developer/PointTinyBenchmark

## Basic Information

- **Project Name**: PointTinyBenchmark
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2023-10-15
- **Last Updated**: 2023-10-15

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# PointTinyBenchmark

--------------

PointTinyBenchmark is an open source toolbox for object localization and detection tasks on top of [mmdetection](https://github.com/open-mmlab/mmdetection). 

To date, It implements the following benchmark and algorithms:

* [Scale Match for TinyPerson Detection (WACV2020)](https://arxiv.org/abs/1912.10664) [Detail](TOV_mmdetection/docs/tov/)
* [Object Localization under Single Coarse Point Supervision (CVPR2022)](https://arxiv.org/abs/2203.09338) [Detail](TOV_mmdetection/docs/cpr)
* [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)
* [Spatial Self-Distillation for Object Detection with Inaccurate Bounding Boxes (ICCV2023)]() [Detail](https://github.com/ucas-vg/PointTinyBenchmark/tree/SSD-Det)

## News

## Others
- 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)

## Citation

And if the following works do some help for your research, please cite:
```
@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},
}
```