TiankaiHang / Awesome-Restoration

A list of restoration papers and repositories.

Awesome-Restoration

ECCV 2022

1. Simple Baselines for Image Restoration. Liangyu Chen, Xiaojie Chu, Xiangyu Zhang, Jian Sun. [Code]
2. Improving Image Restoration by Revisiting Global Information Aggregation. Xiaojie Chu, Liangyu Chen, Chengpeng Chen, Xin Lu. [code]

CVPR 2022

1. Restormer: Efficient Transformer for High-Resolution Image Restoration. Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang. [Code]
2. Uformer: A General U-Shaped Transformer for Image Restoration. Zhendong Wang, Xiaodong Cun, Jianmin Bao, Wengang Zhou, Jianzhuang Liu, Houqiang Li. [Code]
3. MAXIM: Multi-Axis MLP for Image Processing. Zhengzhong Tu, Hossein Talebi, Han Zhang, Feng Yang, Peyman Milanfar, Alan Bovik, Yinxiao Li. [Code]
4. KNN Local Attention for Image Restoration. Hunsang Lee, Hyesong Choi, Kwanghoon Sohn, Dongbo Min.
5. Deep Generalized Unfolding Networks for Image Restoration. Chong Mou, Qian Wang, Jian Zhang. [Code]
6. All-in-One Image Restoration for Unknown Corruption. Boyun Li, Xiao Liu, Peng Hu, Zhongqin Wu, Jiancheng Lv, Xi Peng. [Code]
7. Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin Dynamics. Weixi Wang, Ji Li, Hui Ji. [Code]
8. Attentive Fine-Grained Structured Sparsity for Image Restoration. Junghun Oh, Heewon Kim, Seungjun Nah, Cheeun Hong, Jonghyun Choi, Kyoung Mu Lee. [Code]
9. Revisiting Temporal Alignment for Video Restoration. Kun Zhou, Wenbo Li, Liying Lu, Xiaoguang Han, Jiangbo Lu.

AAAI 2022

1. 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

1. Image Restoration by Deep Projected GSURE. Shady Abu-Hussein, Tom Tirer, Se Young Chun, Yonina C. Eldar, Raja Giryes.

arXiv 2022

1. VRT: A Video Restoration Transformer. Jingyun Liang, Jiezhang Cao, Yuchen Fan, Kai Zhang, Rakesh Ranjan, Yawei Li, Radu Timofte, Luc Van Gool. [Code]
2. Denoising Diffusion Restoration Models. Bahjat Kawar, Michael Elad, Stefano Ermon, Jiaming Song. [Code]
3. TAPE: Task-Agnostic Prior Embedding for Image Restoration. Lin Liu, Lingxi Xie, Xiaopeng Zhang, Shanxin Yuan, Xiangyu Chen, Wengang Zhou, Houqiang Li, Qi Tian.
4. Adaptive Cross-Layer Attention for Image Restoration. Yancheng Wang, Ning Xu, Chong Chen, Yingzhen Yang. [Code]
5. 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]
6. Towards Robust Blind Face Restoration with Codebook Lookup Transformer. Shangchen Zhou, Kelvin C.K. Chan, Chongyi Li, Chen Change Loy. [project]

ICCV 2021

1. Spatially-Adaptive Image Restoration Using Distortion-Guided Networks. Kuldeep Purohit, Maitreya Suin, A. N. Rajagopalan, Vishnu Naresh Boddeti.
2. Searching for Controllable Image Restoration Networks. Heewon Kim, Sungyong Baik, Myungsub Choi, Janghoon Choi, Kyoung Mu Lee.
3. Dynamic Attentive Graph Learning for Image Restoration. Chong Mou, Jian Zhang, Zhuoyuan Wu. [Code]

CVPR 2021

1. 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]
2. 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.
3. Zero-Shot Single Image Restoration Through Controlled Perturbation of Koschmieder's Model. Aupendu Kar, Sobhan Kanti Dhara, Debashis Sen, Prabir Kumar Biswas. [Code][Project]
4. Restore From Restored: Video Restoration With Pseudo Clean Video. Seunghwan Lee, Donghyeon Cho, Jiwon Kim, Tae Hyun Kim. [Code]
5. Multi-Stage Progressive Image Restoration. Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao. [Code]
6. Image Restoration for Under-Display Camera. Yuqian Zhou, David Ren, Neil Emerton, Sehoon Lim, Timothy Large.
7. Exploiting Aliasing for Manga Restoration. Minshan Xie, Menghan Xia, Tien-Tsin Wong.

arXiv 2021

1. SwinIR: Image Restoration using Swin Transformer. Jingyun Liang, Jiezhang Cao, Guolei Sun, Kai Zhang, Luc Van Gool, Radu Timofte. [Code]
2. On Efficient Transformer-Based Image Pre-Training for Low-Level Vision. Wenbo Li, Xin Lu, Shengju Qian, Jiangbo Lu, Xiangyu Zhang, Jiaya Jia. [Code]
3. U²-Former: A Nested U-shaped Transformer for Image Restoration. Haobo Ji, Xin Feng, Wenjie Pei, Jinxing Li, Guangming Lu.

ECCV 2020

1. 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.
2. LIRA: Lifelong Image Restoration from Unknown Blended Distortions. Jianzhao Liu, Jianxin Lin, Xin Li, Wei Zhou, Sen Liu, Zhibo Chen.
3. Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image Restoration. Jingwen He, Chao Dong, Yu Qiao. [Code]
4. Fully Trainable and Interpretable Non-Local Sparse Models for Image Restoration. Bruno Lecouat, Jean Ponce, Julien Mairal. [Code]
5. 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]
6. 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

1. 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]
2. Learning Invariant Representation for Unsupervised Image Restoration. Wenchao Du, Hu Chen, Hongyu Yang. [Code]

WACV 2020

1. DCIL: Deep Contextual Internal Learning for Image Restoration and Image Retargeting. Indra Deep Mastan, Shanmuganathan Raman.

ICCV 2019

1. CFSNet: Toward a Controllable Feature Space for Image Restoration. Wei Wang, Ruiming Guo, Yapeng Tian, Wenming Yang. [Code]
2. Fast Image Restoration With Multi-Bin Trainable Linear Units. Shuhang Gu, Wen Li, Luc Van Gool, Radu Timofte.

CVPR 2019

1. Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration. Xing Liu, Masanori Suganuma, Zhun Sun, Takayuki Okatani.
2. Attention-Based Adaptive Selection of Operations for Image Restoration in the Presence of Unknown Combined Distortions. Masanori Suganuma, Xing Liu, Takayuki Okatani.
3. Modulating Image Restoration With Continual Levels via Adaptive Feature Modification Layers. Jingwen He, Chao Dong, Yu Qiao.

CVPR 2018

1. xUnit: Learning a Spatial Activation Function for Efficient Image Restoration. Idan Kligvasser, Tamar Rott Shaham, Tomer Michaeli.
2. Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning. Ke Yu, Chao Dong, Liang Lin, Chen Change Loy. [Code]
3. Multi-Scale Weighted Nuclear Norm Image Restoration. Noam Yair, Tomer Michaeli.
4. Image Restoration by Estimating Frequency Distribution of Local Patches. Jaeyoung Yoo, Sang-ho Lee, Nojun Kwak.
5. Nonlocal Low-Rank Tensor Factor Analysis for Image Restoration. Xinyuan Zhang, Xin Yuan, Lawrence Carin.
6. Deep Image Prior. Dmitry Ulyanov, Andrea Vedaldi, Victor Lempitsky. [Code][Project]

ECCV 2018

1. Spatio-temporal Transformer Network for Video Restoration. Tae Hyun Kim, Mehdi S. M. Sajjadi, Michael Hirsch, Bernhard Scholkopf.