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Simple Baselines for Image Restoration

10 April 2022

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Papers citing "Simple Baselines for Image Restoration"

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Title
Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Wenyang Luo Haina Qin Zewen Chen L. xilinx Wang Dandan Zheng Yuming Li Yufan Liu B. Li Weiming Hu 22 0 0 20 Jun 2025
Reversing Flow for Image Restoration Haina Qin Wenyang Luo L. xilinx Wang Dandan Zheng Jingdong Chen Ming Yang Bing Li Weiming Hu 23 0 0 20 Jun 2025
Demystifying the Visual Quality Paradox in Multimodal Large Language Models Shuo Xing Lanqing guo Hongyuan Hua Seoyoung Lee Peiran Li Yufei Wang Zhangyang Wang Zhengzhong Tu VLM 41 0 0 18 Jun 2025
NTIRE 2025 Image Shadow Removal Challenge Report Florin-Alexandru Vasluianu Tim Seizinger Z. Zhou C. L. Philip Chen Zongwei Wu ... Suiyi Zhao Bo Wang Yan Luo M. Y. Wang Yilin Zhang 56 1 0 18 Jun 2025
SA-LUT: Spatial Adaptive 4D Look-Up Table for Photorealistic Style Transfer Zerui Gong Zhonghua Wu Qingyi Tao Qinyue Li Chen Change Loy 31 0 0 16 Jun 2025
Multi-Step Guided Diffusion for Image Restoration on Edge Devices: Toward Lightweight Perception in Embodied AI Aditya Chakravarty DiffM 17 0 0 08 Jun 2025
OpenRR-5k: A Large-Scale Benchmark for Reflection Removal in the Wild Jie Cai Kangning Yang Ling Ouyang Lan Fu Jiaming Ding Jinglin Shen Zibo Meng 44 2 0 05 Jun 2025
Degradation-Aware Image Enhancement via Vision-Language Classification Jie Cai Kangning Yang Jiaming Ding Lan Fu Ling Ouyang Jiang Li Jinglin Shen Zibo Meng VLM 28 2 0 05 Jun 2025
F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Jie Cai Kangning Yang Ling Ouyang Lan Fu Jiaming Ding Huiming Sun C. Ho Zibo Meng 23 2 0 05 Jun 2025
UniRes: Universal Image Restoration for Complex Degradations Mo Zhou Keren Ye M. Delbracio P. Milanfar Vishal M. Patel Hossein Talebi 33 0 0 05 Jun 2025
NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challenge Jie Liang Radu Timofte Qiaosi Yi Zhengqiang Zhang Shuaizheng Liu Lingchen Sun Rongyuan Wu Xindong Zhang Hui Zeng Lei Zhang 79 13 0 02 Jun 2025
NTIRE 2025 Challenge on RAW Image Restoration and Super-Resolution Marcos V. Conde Radu Timofte Z. Lu Xiangyu Kong Xiaoxia Xing ... Heng Sun Yubo Wang Jinghua Wang Jiajie Lu Watchara Ruangsan SupR 51 6 0 02 Jun 2025
Boosting All-in-One Image Restoration via Self-Improved Privilege Learning Gang Wu Junjun Jiang Kui Jiang Xianming Liu 28 1 0 30 May 2025
Optimal Weighted Convolution for Classification and Denosing Simone Cammarasana Giuseppe Patané 23 0 0 30 May 2025
Efficient RAW Image Deblurring with Adaptive Frequency Modulation Wenlong Jiao Binglong Li Wei Shang Ping Wang Dongwei Ren 55 0 0 30 May 2025
BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image Restoration Xiaole Tang Xiaoyi He X. Gu Jian Sun 32 1 0 27 May 2025
Advancing Limited-Angle CT Reconstruction Through Diffusion-Based Sinogram Completion Jiaqi Guo S. Tapia Aggelos K. Katsaggelos DiffM MedIm 34 0 0 26 May 2025
MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery Hainuo Wang Qiming Hu Xiaojie Guo 111 1 0 23 May 2025
Breaking Complexity Barriers: High-Resolution Image Restoration with Rank Enhanced Linear Attention Yuang Ai Huaibo Huang Tao Wu Qihang Fan Ran He 48 0 0 22 May 2025
Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Liyan Wang Weixiang Zhou Cong Wang Kin-Man Lam Zhixun Su Jinshan Pan 58 0 0 22 May 2025
Degradation-Aware Feature Perturbation for All-in-One Image Restoration Xiangpeng Tian Xiangyu Liao Xiao Liu Meng Li Chao Ren DiffM 117 1 0 19 May 2025
EventDiff: A Unified and Efficient Diffusion Model Framework for Event-based Video Frame Interpolation Hanle Zheng Xujie Han Zegang Peng Shangbin Zhang Guangxun Du Zhuo Zou Xiang Wang Jibin Wu Hao Guo Lei Deng DiffM VGen 81 0 0 13 May 2025
Good Things Come in Pairs: Paired Autoencoders for Inverse Problems Matthias Chung Bas Peters Michael Solomon 76 0 0 10 May 2025
SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal Wenyang Liu Jianjun Gao Kim-Hui Yap 113 0 0 08 May 2025
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong Haoyang Li Yue Deng ViT 110 0 0 07 May 2025
Mamba-Diffusion Model with Learnable Wavelet for Controllable Symbolic Music Generation Jincheng Zhang Gyorgy Fazekas C. Saitis 84 0 0 06 May 2025
Can We Achieve Efficient Diffusion without Self-Attention? Distilling Self-Attention into Convolutions Ziyi Dong Chengxing Zhou Weijian Deng Pengxu Wei Xiangyang Ji Liang Lin MQ 92 0 0 30 Apr 2025
Rendering Anywhere You See: Renderability Field-guided Gaussian Splatting Xiaofeng Jin Yan Fang Matteo Frosi Jianfei Ge Jiangjian Xiao Matteo Matteucci 3DGS 78 1 0 27 Apr 2025
Salient Region-Guided Spacecraft Image Arbitrary-Scale Super-Resolution Network J. Yang Hu Gao Ying Zhang Depeng Dang 128 0 0 25 Apr 2025
Augmenting Perceptual Super-Resolution via Image Quality Predictors Fengjia Zhang Samrudhdhi B. Rangrej Tristan Aumentado-Armstrong Afsaneh Fazly Alex Levinshtein SupR 136 0 0 25 Apr 2025
RouteWinFormer: A Route-Window Transformer for Middle-range Attention in Image Restoration Qifan Li Tianyi Liang Xingtao Wang Xiaopeng Fan ViT 72 0 0 23 Apr 2025
Multi-Scale Tensorial Summation and Dimensional Reduction Guided Neural Network for Edge Detection Lei Xu Mehmet Yamaç Mete Ahishali Moncef Gabbouj 64 0 0 22 Apr 2025
$NTIRE 2025 Challenge on Image Super-Resolution ($\times$4): Methods and Results$ NTIRE 2025 Challenge on Image Super-Resolution ( $\times$ 4): Methods and Results Zheng Chen Kai Liu Jue Gong Jun Wang Lei Sun ... Prashant Patil Santosh Kumar Vipparthi Subrahmanyam Murala Bilel Benjdira Anas M. Ali SupR 387 10 0 20 Apr 2025
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring Jixiang Sun Fei Lei Jiawei Zhang Wenxiu Sun Yujiu Yang 63 0 0 20 Apr 2025
Towards a Multi-Agent Vision-Language System for Zero-Shot Novel Hazardous Object Detection for Autonomous Driving Safety Shashank Shriram Srinivasa Perisetla Aryan Keskar Harsha Krishnaswamy Tonko E. W. Bossen Andreas Møgelmose Ross Greer 68 1 0 18 Apr 2025
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results Xin Li Yeying Jin Xin Jin Zongwei Wu Bingchen Li ... Jieyuan Pei Zheng Li Jingchao Wang Haoyu Bian Haoran Sun 153 13 0 17 Apr 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing Mehmet Yamaç Muhammad Numan Yousaf S. Kiranyaz Moncef Gabbouj 60 1 0 17 Apr 2025
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results Lei Sun Andrea Alfarano Peiqi Duan Shaolin Su Kaidi Wang ... Prinon Benny Himanshu Ghunawat B Sri Sairam Gautam Anett Varghese Abhishek Yadav SupR 120 13 0 16 Apr 2025
The Tenth NTIRE 2025 Image Denoising Challenge Report Lei-huan Sun Hang Guo Bin Ren Luc Van Gool Radu Timofte ... Kun Li Shengeng Tang Yu Zhang Weirun Zhou Haoxuan Lu 3DGS 128 14 0 16 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 112 0 0 15 Apr 2025
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie VLM CLL 113 1 0 14 Apr 2025
X-DECODE: EXtreme Deblurring with Curriculum Optimization and Domain Equalization Sushant Gautam Jingdao Chen 49 0 0 10 Apr 2025
DA2Diff: Exploring Degradation-aware Adaptive Diffusion Priors for All-in-One Weather Restoration Jiamei Xiong Xuefeng Yan Yongzhen Wang Wei Zhao Xiao-Ping Zhang Mingqiang Wei DiffM 66 1 0 07 Apr 2025
Content-Aware Transformer for All-in-one Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu ViT 435 1 0 07 Apr 2025
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion Junkai Zhang Bin Li Shoujun Zhou Yue Du 138 0 0 04 Apr 2025
Towards deployment-centric multimodal AI beyond vision and language Xianyuan Liu Jiayang Zhang Shuo Zhou Thijs L. van der Plas Avish Vijayaraghavan ... Gregory G. Slabaugh Roger K. Moore William K. Cheung Peter H. Charlton Haiping Lu 84 0 0 04 Apr 2025
Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation Xingguang Zhang Nicholas Chimitt Xijun Wang Yu Yuan Stanley H. Chan 142 0 0 03 Apr 2025
SemiISP/SemiIE: Semi-Supervised Image Signal Processor and Image Enhancement Leveraging One-to-Many Mapping sRGB-to-RAW Masakazu Yoshimura Junji Otsuka Radu Berdan Takeshi Ohashi 86 0 0 03 Apr 2025
DiffDenoise: Self-Supervised Medical Image Denoising with Conditional Diffusion Models Basar Demir Yikang Liu Xiao Chen Eric Z. Chen Lin Zhao Boris Mailhe Terrence Chen Shanhui Sun DiffM MedIm 102 0 0 31 Mar 2025
InstructRestore: Region-Customized Image Restoration with Human Instructions Shixuan Liu Jianqi Ma Lingchen Sun Xiangtao Kong Lei Zhang DiffM 105 0 0 31 Mar 2025