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Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach

21 April 2022

Papers citing "Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach"

50 / 64 papers shown

Title
Positive2Negative: Breaking the Information-Lossy Barrier in Self-Supervised Single Image Denoising Tong Li Lizhi Wang Zhiyuan Xu Lin Zhu Wanxuan Lu Hua Huang 153 2 0 21 Dec 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
C2N: Practical Generative Noise Modeling for Real-World Denoising Geonwoon Jang Wooseok Lee Sanghyun Son Kyoung Mu Lee DiffM 77 79 0 19 Feb 2022
Unsupervised Low-Light Image Enhancement via Histogram Equalization Prior Feng Zhang Yuanjie Shao Yi-xuan Sun Kai Zhu Changxin Gao Nong Sang 35 35 0 03 Dec 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 176 2,232 0 18 Nov 2021
Simple and Efficient Unpaired Real-world Super-Resolution using Image Statistics Kwangjin Yoon GAN 29 3 0 19 Sep 2021
Low-Light Image Enhancement with Normalizing Flow Yufei Wang Renjie Wan Wenhan Yang Haoliang Li Lap-Pui Chau Alex C. Kot 137 372 0 13 Sep 2021
Generalized Real-World Super-Resolution through Adversarial Robustness Angela Castillo María Escobar Juan C. Pérez Andrés Romero Radu Timofte Luc Van Gool Pablo Arbelaez 64 16 0 25 Aug 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 189 2,930 0 23 Aug 2021
Uformer: A General U-Shaped Transformer for Image Restoration Zhendong Wang Xiaodong Cun Jianmin Bao Wengang Zhou Jianzhuang Liu Houqiang Li ViT 111 1,409 0 06 Jun 2021
Closing the Loop: Joint Rain Generation and Removal via Disentangled Image Translation Yuntong Ye Yi Chang Hanyu Zhou Luxin Yan 49 83 0 25 Mar 2021
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional Flows Valentin Wolf Andreas Lugmayr Martin Danelljan Luc Van Gool Radu Timofte 63 41 0 14 Jan 2021
Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement Risheng Liu Long Ma Jiaao Zhang Xin-Yue Fan Zhongxuan Luo 97 584 0 10 Dec 2020
Unpaired Image-to-Image Translation via Latent Energy Transport Yang Zhao Changyou Chen 49 28 0 01 Dec 2020
Very Deep VAEs Generalize Autoregressive Models and Can Outperform Them on Images R. Child BDL VLM 182 350 0 20 Nov 2020
Plug-and-Play Image Restoration with Deep Denoiser Prior Peng Sun Yawei Li W. Zuo Lei Zhang Luc Van Gool Radu Timofte DiffM SupR 101 804 0 31 Aug 2020
Unpaired Learning of Deep Image Denoising Xiaohe Wu Ming-Yu Liu Yue Cao Dongwei Ren W. Zuo SSL 77 145 0 31 Aug 2020
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Zongsheng Yue Qian Zhao Lei Zhang Deyu Meng DiffM 72 203 0 12 Jul 2020
NVAE: A Deep Hierarchical Variational Autoencoder Arash Vahdat Jan Kautz BDL 72 910 0 08 Jul 2020
SRFlow: Learning the Super-Resolution Space with Normalizing Flow Andreas Lugmayr Martin Danelljan Luc Van Gool Radu Timofte SupR DRL 87 361 0 25 Jun 2020
NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Results Andreas Lugmayr Martin Danelljan Radu Timofte Namhyuk Ahn Dongwoon Bai ... Tongtong Zhao Yuanbo Zhou Haijie Zhuo Ziyao Zong Xueyi Zou SupR 144 171 0 05 May 2020
Unsupervised Real-world Image Super Resolution via Domain-distance Aware Training Yunxuan Wei Shuhang Gu Yawei Li Longcun Jin 65 123 0 02 Apr 2020
Self-supervised Image Enhancement Network: Training with Low Light Images Only Yu Zhang Xiaoguang Di Bin Zhang Chunhui Wang 62 105 0 26 Feb 2020
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement Chunle Guo Chongyi Li Jichang Guo Chen Change Loy Junhui Hou Sam Kwong Runmin Cong DiffM 3DV 98 1,358 0 19 Jan 2020
AIM 2019 Challenge on Real-World Image Super-Resolution: Methods and Results Andreas Lugmayr Martin Danelljan Radu Timofte Manuel Fritsche Shuhang Gu ... Xiaopeng Sun Wen Lu Jie Li Xinbo Gao Sefi Bell-Kligler SupR 72 94 0 18 Nov 2019
Frequency Separation for Real-World Super-Resolution Manuel Fritsche Shuhang Gu Radu Timofte 69 227 0 18 Nov 2019
Unsupervised Learning for Real-World Super-Resolution Andreas Lugmayr Martin Danelljan Radu Timofte SSL SupR 185 169 0 20 Sep 2019
Blind Super-Resolution Kernel Estimation using an Internal-GAN Sefi Bell-Kligler Assaf Shocher Michal Irani SupR 64 454 0 14 Sep 2019
Noise Flow: Noise Modeling with Conditional Normalizing Flows A. Abdelhamed Marcus A. Brubaker M. S. Brown 54 174 0 22 Aug 2019
EnlightenGAN: Deep Light Enhancement without Paired Supervision Yi Ding Xinyu Gong Ding Liu Yu Cheng Chen Fang Xiaohui Shen Jianchao Yang Pan Zhou Zhangyang Wang 82 1,568 0 17 Jun 2019
Robust and interpretable blind image denoising via bias-free convolutional neural networks S. Mohan Zahra Kadkhodaie Eero P. Simoncelli C. Fernandez‐Granda AI4CE 74 124 0 13 Jun 2019
Generating Diverse High-Fidelity Images with VQ-VAE-2 Ali Razavi Aaron van den Oord Oriol Vinyals DRL BDL 147 1,815 0 02 Jun 2019
GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-based Real-world Noise Modeling Dong-Wook Kim Jae‐Ryun Chung Seung‐Won Jung AI4CE OOD 58 115 0 27 May 2019
Real Image Denoising with Feature Attention Saeed Anwar Nick Barnes 66 506 0 16 Apr 2019
Toward Real-World Single Image Super-Resolution: A New Benchmark and A New Model Jianrui Cai Huiyu Zeng Hongwei Yong Zisheng Cao Lei Zhang SupR 84 511 0 01 Apr 2019
Unsupervised Domain-Specific Deblurring via Disentangled Representations Boyu Lu Jun-Cheng Chen Rama Chellappa OCL 60 137 0 05 Mar 2019
Noise2Self: Blind Denoising by Self-Supervision Joshua D. Batson Loic A. Royer 76 660 0 30 Jan 2019
High-Quality Self-Supervised Deep Image Denoising S. Laine Tero Karras J. Lehtinen Timo Aila 53 338 0 29 Jan 2019
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 103 1,103 0 27 Nov 2018
Unsupervised Image Super-Resolution using Cycle-in-Cycle Generative Adversarial Networks Yuan. Yuan Siyuan Liu Jiawei Zhang Yongbing Zhang Chao Dong Liang Lin SupR 83 438 0 03 Sep 2018
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Xintao Wang Ke Yu Shixiang Wu Jinjin Gu Yihao Liu Chao Dong Chen Change Loy Yu Qiao Xiaoou Tang 157 3,728 0 01 Sep 2018
Deep Retinex Decomposition for Low-Light Enhancement Chen Wei Wenjing Wang Wenhan Yang Jiaying Liu 102 1,725 0 14 Aug 2018
To learn image super-resolution, use a GAN to learn how to do image degradation first Adrian Bulat J. Yang Georgios Tzimiropoulos SupR 59 353 0 30 Jul 2018
Toward Convolutional Blind Denoising of Real Photographs Shi Guo Zifei Yan Peng Sun W. Zuo Lei Zhang 96 911 0 12 Jul 2018
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Yulun Zhang Kunpeng Li Kai Li Lichen Wang Bineng Zhong Y. Fu SupR 103 4,323 0 08 Jul 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 86 1,605 0 12 Mar 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 377 11,795 0 11 Jan 2018
CycleGAN, a Master of Steganography Casey Chu A. Zhmoginov Mark Sandler GAN 64 213 0 08 Dec 2017
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 125 3,156 0 29 Nov 2017
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 226 5,019 0 02 Nov 2017