Simple Baselines for Image Restoration

10 April 2022

Papers citing "Simple Baselines for Image Restoration"

50 / 407 papers shown

Title
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 X. Wang Jibin Wu Hao Guo Lei Deng DiffM VGen 38 0 0 13 May 2025
Good Things Come in Pairs: Paired Autoencoders for Inverse Problems Matthias Chung B. Peters Michael Solomon 21 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 31 0 0 08 May 2025
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong H. Li Yue Deng ViT 27 0 0 07 May 2025
Mamba-Diffusion Model with Learnable Wavelet for Controllable Symbolic Music Generation Jincheng Zhang Gyorgy Fazekas C. Saitis 38 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 41 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 49 0 0 27 Apr 2025
Augmenting Perceptual Super-Resolution via Image Quality Predictors Fengjia Zhang Samrudhdhi B. Rangrej Tristan Aumentado-Armstrong Afsaneh Fazly Alex Levinshtein SupR 62 0 0 25 Apr 2025
Salient Region-Guided Spacecraft Image Arbitrary-Scale Super-Resolution Network J. Yang Hu Gao Ying Zhang Depeng Dang 12 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 23 0 0 23 Apr 2025
Multi-Scale Tensorial Summation and Dimensional Reduction Guided Neural Network for Edge Detection Lei Xu Mehmet Yamaç Mete Ahishali M. Gabbouj 22 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 J. Wang Lei Sun ... Prashant Patil Santosh Kumar Vipparthi Subrahmanyam Murala Bilel Benjdira Anas M. Ali SupR 47 0 0 20 Apr 2025
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring Jixiang Sun Fei Lei Jiawei Zhang Wenxiu Sun Yujiu Yang 24 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 21 0 0 18 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 M. Gabbouj 14 1 0 17 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 Z. Li J. Wang Haoyu Bian Haoran Sun 42 5 0 17 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 Y. Zhang Weirun Zhou Haoxuan Lu 3DGS 38 7 0 16 Apr 2025
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results Lei Sun Andrea Alfarano Peiqi Duan Shaolin Su K. Wang ... Prinon Benny Himanshu Ghunawat B Sri Sairam Gautam Anett Varghese Abhishek Yadav SupR 49 5 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 19 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 41 0 0 14 Apr 2025
X-DECODE: EXtreme Deblurring with Curriculum Optimization and Domain Equalization Sushant Gautam Jingdao Chen 22 0 0 10 Apr 2025
Content-Aware Transformer for All-in-one Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu ViT 44 0 0 07 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 29 0 0 07 Apr 2025
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion Junkai Zhang Bin Li Shoujun Zhou Yue Du 36 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 20 0 0 04 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 35 0 0 03 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 34 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 42 0 0 31 Mar 2025
InstructRestore: Region-Customized Image Restoration with Human Instructions S. Liu Jianqi Ma Lingchen Sun Xiangtao Kong Lei Zhang DiffM 37 0 0 31 Mar 2025
DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting Seungjun Lee Gim Hee Lee 3DGS DiffM 43 0 0 31 Mar 2025
Unsupervised Real-World Denoising: Sparsity is All You Need Hamadi Chihaoui Paolo Favaro DiffM 47 0 0 27 Mar 2025
Multispectral Demosaicing via Dual Cameras SaiKiran Tedla Junyong Lee Beixuan Yang Mahmoud Afifi M. Brown 33 0 0 27 Mar 2025
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration Shihao Zhou Dayu Li Jinshan Pan Juncheng Zhou Jinglei Shi Jufeng Yang 51 0 0 26 Mar 2025
Learning Hazing to Dehazing: Towards Realistic Haze Generation for Real-World Image Dehazing Ruiyi Wang Yushuo Zheng Zicheng Zhang Chunyi Li Shuaicheng Liu Guangtao Zhai Xiaohong Liu DiffM 49 0 0 25 Mar 2025
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment Guanglu Dong Xiangyu Liao Mingyang Li Guihuan Guo Chao Ren 29 0 0 25 Mar 2025
Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining Guanglu Dong Tianheng Zheng Yuanzhouhan Cao L. Qing Chao Ren DiffM 56 0 0 24 Mar 2025
Cat-AIR: Content and Task-Aware All-in-One Image Restoration Jiachen Jiang Tianyu Ding K. Zhang Jinxin Zhou Tianyi Chen Ilya Zharkov Zhihui Zhu Luming Liang 49 0 0 23 Mar 2025
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration Yawei Li Bin Ren Jingyun Liang Rakesh Ranjan Mengyuan Liu N. Sebe Ming-Hsuan Yang Luca Benini 53 0 0 22 Mar 2025
Dereflection Any Image with Diffusion Priors and Diversified Data Jichen Hu Chen-Ning Yang Zanwei Zhou Jiemin Fang Xiaokang Yang Q. Tian Wei-Ming Shen 42 0 0 21 Mar 2025
UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradations Debabrata Mandal Soumitri Chattopadhyay Guansen Tong Praneeth Chakravarthula DiffM 50 0 0 20 Mar 2025
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing Shiyang Zhou Haijin Zeng Yunfan Lu Tong Shao Ke Tang Yongyong Chen Jie Liu Jingyong Su Mamba 63 0 0 20 Mar 2025
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures Tim Seizinger Florin-Alexandru Vasluianu Marcos V. Conde Zongwei Wu Radu Timofte 44 0 0 20 Mar 2025
MMAIF: Multi-task and Multi-degradation All-in-One for Image Fusion with Language Guidance Zihan Cao Yu Zhong Z. Wang Liang-Jian Deng 46 0 0 19 Mar 2025
Learning Dual-Domain Multi-Scale Representations for Single Image Deraining Shun Zou Yi Zou Mingya Zhang Shipeng Luo Guangwei Gao Guojun Qi 53 0 0 15 Mar 2025
Learning a Unified Degradation-aware Representation Model for Multi-modal Image Fusion Haolong Ma Hui Li Chunyang Cheng Zeyang Zhang Xiaoning Song Xiao Wu 52 1 0 13 Mar 2025
Dream-IF: Dynamic Relative EnhAnceMent for Image Fusion Xingxin Xu Bing Cao Yinan Xia Pengfei Zhu Q. Hu 38 0 0 13 Mar 2025
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal Rongxin Liao Feng-Qiang Li Yanyan Wei Zenglin Shi Le Zhang H. Bai M. Wang 51 0 0 12 Mar 2025
MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image Restoration Zhehui Wu Yong Chen Naoto Yokoya Wei He 42 0 0 12 Mar 2025
Boosting Diffusion-Based Text Image Super-Resolution Model Towards Generalized Real-World Scenarios Chenglu Pan Xiaogang Xu Ganggui Ding Y. Zhang Wenbo Li Jiarong Xu Qingbiao Wu 55 0 0 10 Mar 2025
One-Step Diffusion Model for Image Motion-Deblurring X. Liu Yuquan Wang Z. Chen Jiezhang Cao He Zhang Y. Zhang Xiaokang Yang DiffM 56 0 0 09 Mar 2025