Towards Real-World Blind Face Restoration With Generative Facial Prior
Xintao Wang, Yu Li, Honglun Zhang, Ying Shan
2021Year
129Top-tier citations
Abstract
DFDNet ECCV 20 Figure 1: Comparisons with state-of-the-art face restoration methods: HiFaceGAN [67], DFDNet [44], Wan et al. [61] and PULSE [52] on the real-world low-quality images. While previous methods struggle to restore faithful facial details or retain face identity, our proposed GFP-GAN achieves a good balance of realness and fidelity with much less artifacts. In addition, the powerful generative facial prior allows us to perform restoration and color enhancement jointly.
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Cited by top-tier papers129
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- Talk-to-Edit: Fine-Grained Facial Editing via DialogYuming Jiang, Ziqi Huang, Xingang Pan, Chen Change Loy et al.ICCV 2021 · 162 citations
Builds on13
- Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?Rameen Abdal, Yipeng Qin, Peter WonkaICCV 2019 · 1,195 citations
- DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterOrest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang WangICCV 2019 · 1,100 citations
- HiFaceGAN: Face Renovation via Collaborative Suppression and ReplenishmentLingbo Yang, Shanshe Wang, Siwei Ma, Wen Gao et al.ACM MM 2020 · 136 citations
- LADN: Local Adversarial Disentangling Network for Facial Makeup and De-MakeupQiao Gu, Guanzhi Wang, Mang Tik Chiu, Yu-Wing Tai et al.ICCV 2019 · 119 citations
- GhostNet: More Features From Cheap OperationsKai Han, Yunhe Wang, Qi Tian, Jianyuan Guo et al.CVPR 2020
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