Transformer for face recognition comparable to CNN

Transformer for face recognition comparable to CNN

Face Transformer for Recognition

arXiv paper abstract https://arxiv.org/abs/2103.14803

arXiv PDF paper https://arxiv.org/pdf/2103.14803.pdf

GitHub https://github.com/zhongyy/Face-Transformer

We wonder if transformer can be used in face recognition and whether it is better than CNNs. ... Considering the original Transformer may neglect the inter-patch information, we modify the patch generation process and make the tokens with sliding patches which overlaps with each others.

...

We demonstrate that Face Transformer models trained on a large-scale database, MS-Celeb-1M, achieve comparable performance as CNN with similar number of parameters and MACs.

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