Unsupervised Learning for Real-World Super-Resolution

20 September 2019

Radu Timofte

Papers citing "Unsupervised Learning for Real-World Super-Resolution"

50 / 79 papers shown

Title
Unveiling Hidden Details: A RAW Data-Enhanced Paradigm for Real-World Super-Resolution Long Peng W. J. Li Jiaming Guo Xin Di Haoze Sun Y. Li Renjing Pei Y. Wang Yang Cao Zheng-jun Zha 31 3 0 16 Nov 2024
Enhanced Super-Resolution Training via Mimicked Alignment for Real-World Scenes Omar Elezabi Zongwei Wu Radu Timofte CVBM SupR 21 0 0 07 Oct 2024
TV-based Deep 3D Self Super-Resolution for fMRI Fernando Pérez-Bueno Hongwei Bran Li Shahin Nasr C. Caballero-Gaudes Cesar Caballero-Gaudes Juan Eugenio Iglesias SupR 34 0 0 05 Oct 2024
Robust Network Learning via Inverse Scale Variational Sparsification Zhiling Zhou Zirui Liu Chengming Xu Yanwei Fu Xinwei Sun AAML 27 0 0 27 Sep 2024
DIffSteISR: Harnessing Diffusion Prior for Superior Real-world Stereo Image Super-Resolution Yuanbo Zhou Xinlin Zhang Wei Deng Tao Wang Tao Tan Qinquan Gao Tong Tong 27 0 0 14 Aug 2024
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-Resolution Aiwen Jiang Zhi Wei Long Peng Feiqiang Liu Wenbo Li Mingwen Wang DiffM 46 2 0 24 Jun 2024
Towards Realistic Data Generation for Real-World Super-Resolution Long Peng Wenbo Li Renjing Pei Jingjing Ren Xueyang Fu Yang Wang Yang Cao Zheng-Jun Zha 37 16 0 11 Jun 2024
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation H. Ateş S. Yildirim B. Gunturk SupR 22 16 0 25 Apr 2024
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational Autoencoder Dihan Zheng Yihang Zou Xiaowen Zhang Chenglong Bao DiffM 21 0 0 26 Mar 2024
Navigating Beyond Dropout: An Intriguing Solution Towards Generalizable Image Super Resolution Hongjun Wang Jiyuan Chen Yinqiang Zheng Tieyong Zeng OOD 33 2 0 29 Feb 2024
BSRAW: Improving Blind RAW Image Super-Resolution Marcos V. Conde Florin-Alexandru Vasluianu Radu Timofte 33 6 0 24 Dec 2023
Toward Real World Stereo Image Super-Resolution via Hybrid Degradation Model and Discriminator for Implied Stereo Image Information Yuanbo Zhou Yuyang Xue Jiang Bi Wenlin He Xinlin Zhang ... Wei Deng Ruofeng Nie Junlin Lan Qinquan Gao Tong Tong 32 1 0 13 Dec 2023
Learning Many-to-Many Mapping for Unpaired Real-World Image Super-resolution and Downscaling Wanjie Sun Zhenzhong Chen SupR 28 0 0 08 Oct 2023
Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized Stylization Tao Yang Rongyuan Wu Peiran Ren Xuansong Xie Lei Zhang DiffM 36 136 0 28 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 41 46 0 18 Aug 2023
ICF-SRSR: Invertible scale-Conditional Function for Self-Supervised Real-world Single Image Super-Resolution Reyhaneh Neshatavar Mohsen Yavartanoo Sanghyun Son Kyoung Mu Lee 25 6 0 24 Jul 2023
SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning Pu Ren N. Benjamin Erichson Shashank Subramanian Omer San Z. Lukić Michael W. Mahoney Michael W. Mahoney 36 13 0 24 Jun 2023
Toward Real-World Light Field Super-Resolution Zeyu Xiao Ruisheng Gao Yutong Liu Yueyi Zhang Zhiwei Xiong SupR 19 9 0 30 May 2023
Sparsity-Aware Optimal Transport for Unsupervised Restoration Learning Fei Wen Wei Wang Wenxian Yu 11 0 0 29 Apr 2023
L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B Imagery N. Nguyen J. Anger Axel Davy Pablo Arias Gabriele Facciolo 16 7 0 14 Apr 2023
Synthesizing Realistic Image Restoration Training Pairs: A Diffusion Approach Tao Yang Peiran Ren Xuansong Xie Lei Zhang DiffM 29 15 0 13 Mar 2023
MicroISP: Processing 32MP Photos on Mobile Devices with Deep Learning Andrey D. Ignatov Anastasia Sycheva Radu Timofte Yu-Wen Tseng Yu-Syuan Xu ... Cheng-Ming Chiang Hsien-Kai Kuo Min-Hung Chen Chia-Ming Cheng Luc Van Gool MQ 16 17 0 08 Nov 2022
PyNet-V2 Mobile: Efficient On-Device Photo Processing With Neural Networks Andrey D. Ignatov Grigory Malivenko Radu Timofte Yu-Wen Tseng Yu-Syuan Xu ... Cheng-Ming Chiang Hsien-Kai Kuo Min-Hung Chen Chia-Ming Cheng Luc Van Gool 3DH 13 17 0 08 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Radu Timofte Shuai Liu Chaoyu Feng Furui Bai ... Xin Lou Wei Zhou Cong Pang Haina Qin Mingxuan Cai 21 23 0 07 Nov 2022
How Real is Real: Evaluating the Robustness of Real-World Super Resolution Athiya Deviyani Efe Sinan Hoplamaz Alan Savio Paul SupR 19 0 0 22 Oct 2022
Real Image Super-Resolution using GAN through modeling of LR and HR process Rao Muhammad Umer C. Micheloni 32 1 0 19 Oct 2022
From Face to Natural Image: Learning Real Degradation for Blind Image Super-Resolution Xiaoming Li Chaofeng Chen Xianhui Lin W. Zuo Lei Zhang OOD 61 16 0 03 Oct 2022
Learning Generalizable Latent Representations for Novel Degradations in Super Resolution Fengju Li Xin Feng Fanglin Chen Guangming Lu Wenjie Pei 26 5 0 25 Jul 2022
Real-World Single Image Super-Resolution Under Rainy Condition M. S. Uddin SupR 18 0 0 16 Jun 2022
A Closer Look at Blind Super-Resolution: Degradation Models, Baselines, and Performance Upper Bounds Wenlong Zhang Guangyuan Shi Yihao Liu Chao Dong Xiao-Ming Wu 25 22 0 10 May 2022
Semi-Cycled Generative Adversarial Networks for Real-World Face Super-Resolution Hao Hou Jun Xu Yingkun Hou Xiaotao Hu B. Wei Dinggang Shen SupR CVBM GAN 20 29 0 08 May 2022
Generative Adversarial Networks for Image Super-Resolution: A Survey Chunwei Tian Xuanyu Zhang Chun-Wei Lin W. Zuo Yanning Zhang Chia-Wen Lin GAN 33 45 0 28 Apr 2022
Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach Dihan Zheng Xiaowen Zhang Kaisheng Ma Chenglong Bao DiffM 21 22 0 21 Apr 2022
Bayesian Image Super-Resolution with Deep Modeling of Image Statistics Shangqi Gao Xiahai Zhuang 25 16 0 31 Mar 2022
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang SupR 25 87 0 27 Mar 2022
An Optimal Transport Perspective on Unpaired Image Super-Resolution Milena Gazdieva Litu Rout Alexander Korotin A. Kravchenko Alexander N. Filippov Evgeny Burnaev OT 39 11 0 02 Feb 2022
Learning Multiple Probabilistic Degradation Generators for Unsupervised Real World Image Super Resolution Sangyun Lee Sewoong Ahn Kwangjin Yoon 65 5 0 26 Jan 2022
Flexible Style Image Super-Resolution using Conditional Objective Seungcheol Park Young-Su Moon N. Cho SupR 28 17 0 13 Jan 2022
SelFSR: Self-Conditioned Face Super-Resolution in the Wild via Flow Field Degradation Network Xianfang Zeng Jiangning Zhang L. Liu Guangzhong Tian Yong Liu SupR CVBM 24 1 0 20 Dec 2021
A comparative study of paired versus unpaired deep learning methods for physically enhancing digital rock image resolution Yufu Niu S. Jackson Naif Alqahtani P. Mostaghimi R. Armstrong OOD 28 4 0 16 Dec 2021
Disentangled Unsupervised Image Translation via Restricted Information Flow Ben Usman D. Bashkirova Kate Saenko 14 2 0 26 Nov 2021
A Close Look at Few-shot Real Image Super-resolution from the Distortion Relation Perspective Xin Li Xin Jin Jun Fu Xiaoyuan Yu Bei Tong Zhibo Chen SupR 13 2 0 25 Nov 2021
Investigating Tradeoffs in Real-World Video Super-Resolution Kelvin C. K. Chan Shangchen Zhou Xiangyu Xu Chen Change Loy SupR 23 94 0 24 Nov 2021
Normalizing Flow as a Flexible Fidelity Objective for Photo-Realistic Super-resolution Andreas Lugmayr Martin Danelljan F. I. F. Richard Yu Luc Van Gool Radu Timofte 20 14 0 05 Nov 2021
RBSRICNN: Raw Burst Super-Resolution through Iterative Convolutional Neural Network Rao Muhammad Umer C. Micheloni SupR 26 2 0 25 Oct 2021
Simple and Efficient Unpaired Real-world Super-Resolution using Image Statistics Kwangjin Yoon GAN 11 3 0 19 Sep 2021
Toward Real-World Super-Resolution via Adaptive Downsampling Models Sanghyun Son Jaeha Kim Wei-Sheng Lai Ming-Husan Yang Kyoung Mu Lee 16 36 0 08 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 19 16 0 25 Aug 2021
Mutual Affine Network for Spatially Variant Kernel Estimation in Blind Image Super-Resolution Jingyun Liang Guolei Sun K. Zhang Luc Van Gool Radu Timofte SupR 31 76 0 11 Aug 2021
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Xintao Wang Liangbin Xie Chao Dong Ying Shan 35 1,102 0 22 Jul 2021