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layumi authored Sep 18, 2024
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Expand Up @@ -14,6 +14,7 @@ Priorities are given to papers whose codes are published.
:helicopter: Drone-based building re-id [[code]](https://github.com/layumi/University1652-Baseline) [[paper]](https://arxiv.org/abs/2002.12186)

## Supervised Learning

Train and Test on DukeMTMC-reID

|Methods | Rank@1 | mAP| Reference|
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| UDARTP | :heavy_check_mark: | 75.0% | 57.1% | "[Unsupervised Domain Adaptive Re-Identification: Theory and Practice](https://arxiv.org/pdf/1807.11334.pdf)", Liangchen Song, Cheng Wang, Lefei Zhang, Bo Du, Qian Zhang, Chang Huang, and Xinggang Wang, arXiv:1807.11334|

### Train on [MSMT17](https://www.pkuvmc.com/publications/msmt17.html), Test on Market

|Methods | Use Market Training Data (without ID label but may use the camera ID)| Rank@1 | mAP| Reference|
| -------- | ----- | ----- | ---- | ---- |
|OG-Net| :heavy_multiplication_x:| 40.1% | 17.6% | "[Parameter-Efficient Person Re-identification in the 3D Space](https://arxiv.org/abs/2006.04569)", Zhedong Zheng and Yi Yang, TNNLS 2022. [**[pytorch code]**](https://github.com/layumi/person-reid-3d)|
| DG-Net | :heavy_multiplication_x:| 61.8% | 33.6% | "[Joint Discriminative and Generative Learning for Person Re-identification](https://arxiv.org/abs/1904.07223)", Zhedong Zheng, Xiaodong Yang, Zhiding Yu, Liang Zheng, Yi Yang and Jan Kautz, CVPR 2019. [[code]](https://github.com/NVlabs/DG-Net) (Results are in Appendix)|


## DukeMTMC-reID Protocol Citation

```bibtex
@inproceedings{zheng2017unlabeled,
title={Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro},
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