Papers › BlendFace: Re-designing Identity Encoders for Face-Swapping

BlendFace: Re-designing Identity Encoders for Face-Swapping

20 Jul 2023ICCV 2023 1arXiv:2307.10854archive 2025-07-28

Kaede Shiohara, Xingchao Yang, Takafumi Taketomi

The great advancements of generative adversarial networks and face recognition models in computer vision have made it possible to swap identities on images from single sources. Although a lot of studies seems to have proposed almost satisfactory solutions, we notice previous methods still suffer from an identity-attribute entanglement that causes undesired attributes swapping because widely used identity encoders, eg, ArcFace, have some crucial attribute biases owing to their pretraining on face recognition tasks. To address this issue, we design BlendFace, a novel identity encoder for face-swapping. The key idea behind BlendFace is training face recognition models on blended images whose attributes are replaced with those of another mitigates inter-personal biases such as hairsyles. BlendFace feeds disentangled identity features into generators and guides generators properly as an identity loss function. Extensive experiments demonstrate that BlendFace improves the identity-attribute disentanglement in face-swapping models, maintaining a comparable quantitative performance to previous methods.

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ADD mapooon/blendface/swapping/blendswap.py official repository ran fingerprinted licence not identified · pointer only · bbe0917bf8c1148e · report
ADDGenerator mapooon/blendface/swapping/blendswap.py official repository ran · metamorphic tier: deterministic licence not identified · pointer only · 5443f9b983a4eb54 · report
ADDResBlock mapooon/blendface/swapping/blendswap.py official repository ran fingerprinted licence not identified · pointer only · 0168471971f42549 · report
MultilevelAttributesEncoder mapooon/blendface/swapping/blendswap.py official repository ran · metamorphic tier: deterministic licence not identified · pointer only · d89078b13e52bdf3 · report
Normalize mapooon/blendface/swapping/blendswap.py official repository ran · metamorphic tier: deterministic licence not identified · pointer only · 61d964497d03de4c · report
BlendSwap mapooon/blendface/swapping/blendswap.py official repository unverified licence not identified · pointer only · 1d89c68cf31be6aa · report
IResNet mapooon/blendface/swapping/blendswap.py official repository unverified licence not identified · pointer only · 38c7577f66055c60 · report
_iresnet mapooon/blendface/swapping/blendswap.py official repository unverified licence not identified · pointer only · b42e4162ddd89b7d · report
iresnet100 mapooon/blendface/swapping/blendswap.py official repository unverified licence not identified · pointer only · d8b58bd20fa94dcb · report

Tasks

AttributeDisentanglementFace RecognitionFace Swapping

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Methods

ArcFace

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