sczhou/Awesome-Face-Restoration

Awesome Face Restoration & Enhancement

A curated list of awesome face restoration & enhancement papers and resources :whale:, inspired by awesome-NeRF.

Welcome to add papers and other resources related to this topic [submit a pull request] :hugs:

Table of Contents

• Papers
  • Face Image Restoration
  • Face Video Restoration
• Datasets
  • High-Res Face Dataset
  • Low-Res Face Dataset
  • Video Face Dataset
  • Other Face Dataset

Papers

Face Image Restoration

Diffusion Model

• [CVPR 2023] DR2: Diffusion-based Robust Degradation Remover for Blind Face Restoration, Wang et al. Paper | Bibtex
• [Arxiv 2022] DifFace: Blind Face Restoration with Diffused Error Contraction, Yue et al. Paper | Github | Demo | Bibtex

Generative Prior - VQGAN

• [NeurIPS 2022] CodeFormer: Towards Robust Blind Face Restoration with Codebook Lookup Transformer, Zhou et al. Paper | Project | Github | Demo | Bibtex

• [ECCV 2022] VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder, Gu et al. Paper | Project | Github | Bibtex

• [CVPR 2022] RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs, Wang et al. Paper | Github | Bibtex

• [CVPR 2022] Rethinking Deep Face Restoration. Zhao et al. Paper | Bibtex

Generative Prior - StyleGAN2

• [CVPR 2021] GFPGAN: Towards Real-World Blind Face Restoration with Generative Facial Prior, Wang et al. Paper | Project | Github | Demo | Bibtex

• [CVPR 2021] GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution, Chan et al. Paper | Project | Github | Bibtex

• [CVPR 2021] GPEN: GAN Prior Embedded Network for Blind Face Restoration in the Wild, Yang et al. Paper | Github | Bibtex

GAN Inversion

• [CVPR 2020] PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models, Menon et al. Paper | Github | Bibtex

Dictionary Learning

• [TPAMI 2022] DMDNet: Learning Dual Memory Dictionaries for Blind Face Restoration, Li et al. Paper | Github | CelebRef-HQ Dataset | Bibtex
• [ECCV 2020] DFDNet: Blind Face Restoration via Deep Multi-scale Component Dictionaries, Li et al. Paper | Github | Bibtex

Reference/Exemplar Prior

• [CVPR 2020] ASFFNet: Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion, Li et al. Paper | Github | Bibtex

Geometry Facial Prior

• [CVPR 2021] PSFRGAN: Progressive Semantic-Aware Style Transformation for Blind Face Restoration, Chen et al. Paper | Github | Bibtex

3D Face Shape Prior

• [CVPR 2022] SGPN: Blind Face Restoration via Integrating Face Shape and Generative Priors, Zhu et al. Paper | Bibtex

Personalized Restoration

• [ArXiv 2022] MyStyle: A Personalized Generative Prior, Nitzan et al. Paper | Github | Project | Bibtex

Others

• [TIP 2020] Learning Spatial Attention for Face Super-Resolution, Chen et al. Paper | Github | Bibtex

 

Face Video Restoration

• [CVPRW 2022] VFHQ: A High-Quality Dataset and Benchmark for Video Face Super-Resolution, Xie et al. Paper | Project | Bibtex

Datasets

High-Resolution Face Dataset

Low-Resolution Face Dataset

Video Face Dataset

Other Face Dataset