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maskcl's Introduction

MaskCL: Semantic Mask-Driven Contrastive Learning for Unsupervised Person Re-Identification with Clothes Change

๐Ÿš€ MaskCL is dedicated to an innovative task: unsupervised clothes changing person re-identification.

โญ Within the realm of clothing changing person re-identification, MaskCL proudly stands as the inaugural unsupervised methodology to attain commendable outcomes across a multitude of datasets!!!

PWC

PWC

PWC

โค๏ธ We warmly welcome and encourage fellow researchers to engage in enlightening discussions and exchanges on this topic!!!

๐Ÿ“šPaper Link

https://arxiv.org/abs/2305.13600

๐Ÿ“šDataset๏ผš

We evaluate MaskCL on Six datasets:

Dataset Link
PRCC https://www.isee-ai.cn/~yangqize/clothing.html
LTCC https://naiq.github.io/LTCC_Perosn_ReID.html
Celeb-ReID https://github.com/Huang-3/Celeb-reID
Celeb-ReID-Light https://github.com/Huang-3/Celeb-reID
VC-Clothes https://wanfb.github.io/dataset.html
DeepChange https://github.com/PengBoXiangShang/deepchange

๐Ÿ’ฌ Remark:

In MaskCL, during the training process, it needs to prepare the original dataset along with the corresponding dataset of person masks.

The mask images used in the MaskCL are generated based on human parsing networks.

In this study, we employed SCHP for pedestrian silhouette extraction.

After generating the corresponding mask image dataset, you should change the dataset path in CMC.py and /utils/dataset/data/preprocessor.py.

โค๏ธ **We extend a warm invitation to researchers to venture into exploring diverse approaches in generating pedestrian semantic information and conducting experiments on MaskCL.

โค๏ธWe are greatly anticipating the researchers' invaluable contributions in terms of sharing and providing feedback on their experimental outcomes!**

๐Ÿ’กTrain:

sh run_code.sh

๐Ÿ“ข We will release the model weight soon!

maskcl's People

Contributors

mingkunlishigure avatar

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