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| <h2 align="center">TopoFR: A Closer Look at Topology Alignment on Face Recognition | ||||||
| <h5 align="center"> If you like TopoFR, please give us a star ⭐ on GitHub for the latest update~ | ||||||
| <h5 align="center"> <a href='https://huggingface.co/spaces/developer0hye/TopoFR-Face-Recognition'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Demo-blue'></a> | ||||||
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| This is the official PyTorch implementation of ["[NeurIPS 2024] TopoFR: A Closer Look at Topology Alignment on Face Recognition"](https://proceedings.neurips.cc/paper_files/paper/2024/hash/419b6c974712adb884bfbbeea8e94d1b-Abstract-Conference.html). | ||||||
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| [[Arxiv Version]](https://arxiv.org/abs/2410.10587) [[Code in Co-Author’s Rep.]](https://github.com/DanJun6737/TopoFR)[[机器之心]](https://www.jiqizhixin.com/articles/2024-10-17-6) [[CVer]](https://mp.weixin.qq.com/s/3NegnpJUGPfI_dOfkp_4LQ) [[CSDN]](https://blog.csdn.net/sunbaigui/article/details/143230746?spm=1001.2014.3001.5502) | ||||||
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@@ -26,6 +31,10 @@ You can download the test dataset IJB-C as follows: | |||||
| python -m torch.distributed.launch --nproc_per_node=4 --nnodes=1 --node_rank=0 --master_addr="127.0.0.1" --master_port=12581 train.py | ||||||
| ``` | ||||||
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| ## Hugging Face | ||||||
| You can easily experience our model on the Hugging Face space: | ||||||
| <a href='https://huggingface.co/spaces/developer0hye/TopoFR-Face-Recognition'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Demo-blue'></a> | ||||||
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| ## How to Test Models | ||||||
| 1. You need to modify the path of IJB-C dataset in eval_ijbc_ms1mv2.py and eval_ijbc_glint360k.py. | ||||||
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@@ -66,12 +75,15 @@ python eval_ijbc_glint360k.py --model-prefix work_dirs/glint360k_r100/Glint360K_ | |||||
| * If you find it helpful for you, please consider citing our paper 📝 and giving a star ⭐. | ||||||
| ``` | ||||||
| @article{dan2024topofr, | ||||||
| title={Topofr: A closer look at topology alignment on face recognition}, | ||||||
| author={Dan, Jun and Liu, Yang and Deng, Jiankang and Xie, Haoyu and Li, Siyuan and Sun, Baigui and Luo, Shan}, | ||||||
| journal={Advances in Neural Information Processing Systems}, | ||||||
| volume={37}, | ||||||
| pages={37213--37240}, | ||||||
| year={2024} | ||||||
| } | ||||||
| ``` | ||||||
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| ## Acknowledgments | ||||||
| We thank Insighface for the excellent [code base](https://github.com/deepinsight/insightface/tree/master/recognition/arcface_torch). | ||||||
| We would like to express our gratitude to the researcher [@developer0hye](https://github.com/developer0hye) for providing an outstanding [HF demo](https://huggingface.co/spaces/developer0hye/TopoFR-Face-Recognition). | ||||||
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| This is the official PyTorch implementation of [[ICCV-2023] TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective](https://openaccess.thecvf.com/content/ICCV2023/html/Dan_TransFace_Calibrating_Transformer_Training_for_Face_Recognition_from_a_Data-Centric_ICCV_2023_paper.html). | ||
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| [[Arxiv Version]](https://arxiv.org/abs/2308.10133) [[Code in Co-Author's Rep.]](https://github.com/DanJun6737/TransFace) [[ModelScope]](https://www.modelscope.cn/models/iic/cv_vit_face-recognition) [[阿里云]](https://developer.aliyun.com/article/1319924) [[CVer]](https://mp.weixin.qq.com/s/n9HKqZ7DAt5Woo5BCwxq6w) [[CSDN]](https://blog.csdn.net/sunbaigui/article/details/136556006) | ||
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This file contains two 'News' sections. This new item is being added to both, which is redundant. To improve readability and maintainability, it's recommended to have a single, consolidated 'News' section. Please consider removing this shorter, top-level 'News' section and keeping only the more comprehensive one that starts around line 40.