Introduction
This is the implementationn for Anchor-Free Person Search in CVPR2021
License
This project is released under the Apache 2.0 license.
Installation
This project is developed upon MMdetection, please refer to install.md to install MMdetection.
Dataset
We provide coco-style annotation in demo/anno.
For CUHK-SYSU, change the path of your dataset and the annotaion file in the config file L3, L38, L43, L48
For PRW, change the paths in these config files: config1 config2
Experiments
- Train
sh run_train.sh
- Test CUHK-SYSU
Change the paths in L59 and L72 in test_results.py
sh run_test.sh
- Test PRW
Change the paths in L127 and L128 in test_results_prw.py
sh run_test_prw.sh
Performance
Dataset | Model | mAP | Rank1 | Config | Link |
---|---|---|---|---|---|
CUHK-SYSU | AlignPS | 93.1% | 93.4% | cfg | model |
CUHK-SYSU | AlignPS+ | 94.0% | 94.5% | cfg | model |
PRW | AlignPS | 45.9% | 81.9% | cfg | model |
PRW | AlignPS+ | 46.1% | 82.1% | cfg | model |
Citation
If you use this toolbox or benchmark in your research, please cite this project.
@inproceedings{yan2021alignps,
title={Anchor-Free Person Search},
author={Yichao Yan, Jingpeng Li, Jie Qin, Song Bai, Shengcai Liao, Li Liu, Fan Zhu, Ling Shao},
booktitle={CVPR},
year={2021}
}