Awesome-Restoration
ECCV 2022
- Simple Baselines for Image Restoration. Liangyu Chen, Xiaojie Chu, Xiangyu Zhang, Jian Sun. [Code]
- Improving Image Restoration by Revisiting Global Information Aggregation. Xiaojie Chu, Liangyu Chen, Chengpeng Chen, Xin Lu. [code]
CVPR 2022
- Restormer: Efficient Transformer for High-Resolution Image Restoration. Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang. [Code]
- Uformer: A General U-Shaped Transformer for Image Restoration. Zhendong Wang, Xiaodong Cun, Jianmin Bao, Wengang Zhou, Jianzhuang Liu, Houqiang Li. [Code]
- MAXIM: Multi-Axis MLP for Image Processing. Zhengzhong Tu, Hossein Talebi, Han Zhang, Feng Yang, Peyman Milanfar, Alan Bovik, Yinxiao Li. [Code]
- KNN Local Attention for Image Restoration. Hunsang Lee, Hyesong Choi, Kwanghoon Sohn, Dongbo Min.
- Deep Generalized Unfolding Networks for Image Restoration. Chong Mou, Qian Wang, Jian Zhang. [Code]
- All-in-One Image Restoration for Unknown Corruption. Boyun Li, Xiao Liu, Peng Hu, Zhongqin Wu, Jiancheng Lv, Xi Peng. [Code]
- Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin Dynamics. Weixi Wang, Ji Li, Hui Ji. [Code]
- Attentive Fine-Grained Structured Sparsity for Image Restoration. Junghun Oh, Heewon Kim, Seungjun Nah, Cheeun Hong, Jonghyun Choi, Kyoung Mu Lee. [Code]
- Revisiting Temporal Alignment for Video Restoration. Kun Zhou, Wenbo Li, Liying Lu, Xiaoguang Han, Jiangbo Lu.
AAAI 2022
- SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformers. Lin Liu, Shanxin Yuan, Jianzhuang Liu, Xin Guo, Youliang Yan, Qi Tian.
WACV 2022
- Image Restoration by Deep Projected GSURE. Shady Abu-Hussein, Tom Tirer, Se Young Chun, Yonina C. Eldar, Raja Giryes.
arXiv 2022
- VRT: A Video Restoration Transformer. Jingyun Liang, Jiezhang Cao, Yuchen Fan, Kai Zhang, Rakesh Ranjan, Yawei Li, Radu Timofte, Luc Van Gool. [Code]
- Denoising Diffusion Restoration Models. Bahjat Kawar, Michael Elad, Stefano Ermon, Jiaming Song. [Code]
- TAPE: Task-Agnostic Prior Embedding for Image Restoration. Lin Liu, Lingxi Xie, Xiaopeng Zhang, Shanxin Yuan, Xiangyu Chen, Wengang Zhou, Houqiang Li, Qi Tian.
- Adaptive Cross-Layer Attention for Image Restoration. Yancheng Wang, Ning Xu, Chong Chen, Yingzhen Yang. [Code]
- No Attention is Needed: Grouped Spatial-temporal Shift for Simple and Efficient Video Restorers. Dasong Li, Xiaoyu Shi, Yi Zhang, Xiaogang Wang, Hongwei Qin, Hongsheng Li. [project]
- Towards Robust Blind Face Restoration with Codebook Lookup Transformer. Shangchen Zhou, Kelvin C.K. Chan, Chongyi Li, Chen Change Loy. [project]
ICCV 2021
- Spatially-Adaptive Image Restoration Using Distortion-Guided Networks. Kuldeep Purohit, Maitreya Suin, A. N. Rajagopalan, Vishnu Naresh Boddeti.
- Searching for Controllable Image Restoration Networks. Heewon Kim, Sungyong Baik, Myungsub Choi, Janghoon Choi, Kyoung Mu Lee.
- Dynamic Attentive Graph Learning for Image Restoration. Chong Mou, Jian Zhang, Zhuoyuan Wu. [Code]
CVPR 2021
- Pre-Trained Image Processing Transformer. Hanting Chen, Yunhe Wang, Tianyu Guo, Chang Xu, Yiping Deng, Zhenhua Liu, Siwei Ma, Chunjing Xu, Chao Xu, Wen Gao. [Code]
- Controllable Image Restoration for Under-Display Camera in Smartphones. Kinam Kwon, Eunhee Kang, Sangwon Lee, Su-Jin Lee, Hyong-Euk Lee, ByungIn Yoo, Jae-Joon Han.
- Zero-Shot Single Image Restoration Through Controlled Perturbation of Koschmieder's Model. Aupendu Kar, Sobhan Kanti Dhara, Debashis Sen, Prabir Kumar Biswas. [Code][Project]
- Restore From Restored: Video Restoration With Pseudo Clean Video. Seunghwan Lee, Donghyeon Cho, Jiwon Kim, Tae Hyun Kim. [Code]
- Multi-Stage Progressive Image Restoration. Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao. [Code]
- Image Restoration for Under-Display Camera. Yuqian Zhou, David Ren, Neil Emerton, Sehoon Lim, Timothy Large.
- Exploiting Aliasing for Manga Restoration. Minshan Xie, Menghan Xia, Tien-Tsin Wong.
arXiv 2021
- SwinIR: Image Restoration using Swin Transformer. Jingyun Liang, Jiezhang Cao, Guolei Sun, Kai Zhang, Luc Van Gool, Radu Timofte. [Code]
- On Efficient Transformer-Based Image Pre-Training for Low-Level Vision. Wenbo Li, Xin Lu, Shengju Qian, Jiangbo Lu, Xiangyu Zhang, Jiaya Jia. [Code]
- U2-Former: A Nested U-shaped Transformer for Image Restoration. Haobo Ji, Xin Feng, Wenjie Pei, Jinxing Li, Guangming Lu.
ECCV 2020
- Stacking Networks Dynamically for Image Restoration Based on the Plug-and-Play Framework. Haixin Wang, Tianhao Zhang, Muzhi Yu, Jinan Sun, Wei Ye, Chen Wang , Shikun Zhang.
- LIRA: Lifelong Image Restoration from Unknown Blended Distortions. Jianzhao Liu, Jianxin Lin, Xin Li, Wei Zhou, Sen Liu, Zhibo Chen.
- Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image Restoration. Jingwen He, Chao Dong, Yu Qiao. [Code]
- Fully Trainable and Interpretable Non-Local Sparse Models for Image Restoration. Bruno Lecouat, Jean Ponce, Julien Mairal. [Code]
- Learning Enriched Features for Real Image Restoration and Enhancement. Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao. [Code]
- Learning Disentangled Feature Representation for Hybrid-distorted Image Restoration. Xin Li, Xin Jin, Jianxin Lin, Sen Liu, Yaojun Wu, Tao Yu, Wei Zhou , Zhibo Chen.
CVPR 2020
- CycleISP: Real Image Restoration via Improved Data Synthesis. Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao. [Code]
- Learning Invariant Representation for Unsupervised Image Restoration. Wenchao Du, Hu Chen, Hongyu Yang. [Code]
WACV 2020
- DCIL: Deep Contextual Internal Learning for Image Restoration and Image Retargeting. Indra Deep Mastan, Shanmuganathan Raman.
ICCV 2019
- CFSNet: Toward a Controllable Feature Space for Image Restoration. Wei Wang, Ruiming Guo, Yapeng Tian, Wenming Yang. [Code]
- Fast Image Restoration With Multi-Bin Trainable Linear Units. Shuhang Gu, Wen Li, Luc Van Gool, Radu Timofte.
CVPR 2019
- Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration. Xing Liu, Masanori Suganuma, Zhun Sun, Takayuki Okatani.
- Attention-Based Adaptive Selection of Operations for Image Restoration in the Presence of Unknown Combined Distortions. Masanori Suganuma, Xing Liu, Takayuki Okatani.
- Modulating Image Restoration With Continual Levels via Adaptive Feature Modification Layers. Jingwen He, Chao Dong, Yu Qiao.
CVPR 2018
- xUnit: Learning a Spatial Activation Function for Efficient Image Restoration. Idan Kligvasser, Tamar Rott Shaham, Tomer Michaeli.
- Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning. Ke Yu, Chao Dong, Liang Lin, Chen Change Loy. [Code]
- Multi-Scale Weighted Nuclear Norm Image Restoration. Noam Yair, Tomer Michaeli.
- Image Restoration by Estimating Frequency Distribution of Local Patches. Jaeyoung Yoo, Sang-ho Lee, Nojun Kwak.
- Nonlocal Low-Rank Tensor Factor Analysis for Image Restoration. Xinyuan Zhang, Xin Yuan, Lawrence Carin.
- Deep Image Prior. Dmitry Ulyanov, Andrea Vedaldi, Victor Lempitsky. [Code][Project]
ECCV 2018
- Spatio-temporal Transformer Network for Video Restoration. Tae Hyun Kim, Mehdi S. M. Sajjadi, Michael Hirsch, Bernhard Scholkopf.