HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping

Wang, Yuhan; Chen, Xu; Zhu, Junwei; Chu, Wenqing; Tai, Ying; Wang, Chengjie; Li, Jilin; Wu, Yongjian; Huang, Feiyue; Ji, Rongrong

doi:10.24963/ijcai.2021/157

HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping

Yuhan Wang, Xu Chen, Junwei Zhu, Wenqing Chu, Ying Tai, Chengjie Wang, Jilin Li, Yongjian Wu, Feiyue Huang, Rongrong Ji

Download BibTeX Cite

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. Main Track. Pages 1136-1142.

https://doi.org/10.24963/ijcai.2021/157

Keywords

Computer Vision: 2D and 3D Computer Vision
Computer Vision: Biometrics, Face and Gesture Recognition

Abstract

In this work, we propose a high fidelity face swapping method, called HifiFace, which can well preserve the face shape of the source face and generate photo-realistic results. Unlike other existing face swapping works that only use face recognition model to keep the identity similarity, we propose 3D shape-aware identity to control the face shape with the geometric supervision from 3DMM and 3D face reconstruction method. Meanwhile, we introduce the Semantic Facial Fusion module to optimize the combination of encoder and decoder features and make adaptive blending, which makes the results more photo-realistic. Extensive experiments on faces in the wild demonstrate that our method can preserve better identity, especially on the face shape, and can generate more photo-realistic results than previous state-of-the-art methods. Code is available at: https://johann.wang/HifiFace

Yuhan Wang, Xu Chen, Junwei Zhu, Wenqing Chu, Ying Tai, Chengjie Wang, Jilin Li, Yongjian Wu, Feiyue Huang, and Rongrong Ji. 2021. HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping. In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21. IJCAI, 1136–1142. https://doi.org/10.24963/ijcai.2021/157

@inproceedings{ijcai2021p157,
  title     = {HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping},
  author    = {Wang, Yuhan and Chen, Xu and Zhu, Junwei and Chu, Wenqing and Tai, Ying and Wang, Chengjie and Li, Jilin and Wu, Yongjian and Huang, Feiyue and Ji, Rongrong},
  booktitle = {Proceedings of the Thirtieth International Joint Conference on
               Artificial Intelligence, {IJCAI-21}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Prof. Zhi-Hua Zhou},
  pages     = {1136--1142},
  year      = {2021},
  month     = {8},
  note      = {Main Track},
  doi       = {10.24963/ijcai.2021/157},
  url       = {https://doi.org/10.24963/ijcai.2021/157},
}

TY  - CPAPER
TI  - HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping
AU  - Wang, Yuhan
AU  - Chen, Xu
AU  - Zhu, Junwei
AU  - Chu, Wenqing
AU  - Tai, Ying
AU  - Wang, Chengjie
AU  - Li, Jilin
AU  - Wu, Yongjian
AU  - Huang, Feiyue
AU  - Ji, Rongrong
T2  - Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2021
SP  - 1136
EP  - 1142
DO  - 10.24963/ijcai.2021/157
UR  - https://doi.org/10.24963/ijcai.2021/157
ER  -