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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
Implicit Multi-Spectral Transformer: An Lightweight and Effective Visible to Infrared Image Translation Model Yijia Chen Pinghua Chen Xiangxin Zhou Yingtie Lei Ziyang Zhou Mingxian Li 95 4 0 10 Apr 2024
NAF-DPM: A Nonlinear Activation-Free Diffusion Probabilistic Model for Document Enhancement Giordano Cicchetti Danilo Comminiello 60 6 0 08 Apr 2024
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration Akshay Dudhane Omkar Thawakar Syed Waqas Zamir Salman Khan Fahad Shahbaz Khan Ming-Hsuan Yang AI4CE 78 7 0 02 Apr 2024
Gyro-based Neural Single Image Deblurring Heemin Yang Jaesung Rim Seungyong Lee Seung-Hwan Baek Sunghyun Cho 116 1 0 01 Apr 2024
GAMA-IR: Global Additive Multidimensional Averaging for Fast Image Restoration Youssef Mansour Reinhard Heckel 64 0 0 31 Mar 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions Zhijun Tu Kunpeng Du Hanting Chen Hai-lin Wang Wei Li Jie Hu Yunhe Wang ViT 80 4 0 31 Mar 2024
Spread Your Wings: A Radial Strip Transformer for Image Deblurring Duosheng Chen Shihao Zhou Jinshan Pan Jinglei Shi Lishen Qu Jufeng Yang ViT 63 0 0 30 Mar 2024
SGDFormer: One-stage Transformer-based Architecture for Cross-Spectral Stereo Image Guided Denoising Runmin Zhang Zhuopu Yu Zehua Sheng Jiacheng Ying Sixi Cao Shu-Jie Chen Bailin Yang Junwei Li Hui-Liang Shen 76 4 0 30 Mar 2024
Seeing the Unseen: A Frequency Prompt Guided Transformer for Image Restoration Shihao Zhou Jinshan Pan Jinglei Shi Duosheng Chen Lishen Qu Jufeng Yang VLM 68 4 0 30 Mar 2024
Look-Around Before You Leap: High-Frequency Injected Transformer for Image Restoration Shihao Zhou Duosheng Chen Jinshan Pan Jufeng Yang 106 2 0 30 Mar 2024
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Huiyu Gao Depeng Dang 87 15 0 29 Mar 2024
A Parallel Attention Network for Cattle Face Recognition Jiayu Li Xuechao Zou Shiying Wang Ben Chen Junliang Xing Pin Tao CVBM 106 0 0 29 Mar 2024
Towards Image Ambient Lighting Normalization Florin-Alexandru Vasluianu Tim Seizinger Zongwei Wu Rakesh Ranjan Radu Timofte DiffM 81 3 0 27 Mar 2024
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational Autoencoder Dihan Zheng Yihang Zou Xiaowen Zhang Chenglong Bao DiffM 91 1 0 26 Mar 2024
Distilling Semantic Priors from SAM to Efficient Image Restoration Models Quan Zhang Xiaoyu Liu Wei Li Hanting Chen Junchao Liu Jie Hu Zhiwei Xiong Chun Yuan Yunhe Wang 89 23 0 25 Mar 2024
Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains Bang-Dang Pham Phong Tran Anh Tran Cuong Pham Rang Nguyen Minh Hoai 67 2 0 24 Mar 2024
Latent Neural Cellular Automata for Resource-Efficient Image Restoration Andrea Menta Alberto Archetti Matteo Matteucci 78 1 0 22 Mar 2024
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation Yuning Cui Syed Waqas Zamir Salman Khan Alois Knoll Mubarak Shah Fahad Shahbaz Khan 82 26 0 21 Mar 2024
VmambaIR: Visual State Space Model for Image Restoration Yuan Shi Bin Xia Xiaoyu Jin Xing Wang Tianyu Zhao Xin Xia Xuefeng Xiao Wenming Yang 96 58 0 18 Mar 2024
Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model Dian Zheng Xiao-Ming Wu Shuzhou Yang Jian Zhang Jianfang Hu Wei-Shi Zheng DiffM 109 39 0 17 Mar 2024
PQDynamicISP: Dynamically Controlled Image Signal Processor for Any Image Sensors Pursuing Perceptual Quality Masakazu Yoshimura Junji Otsuka Takeshi Ohashi 112 2 0 15 Mar 2024
Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal Yijun Yang Hongtao Wu Angelica I. Aviles-Rivero Yulun Zhang Jing Qin Lei Zhu 106 9 0 12 Mar 2024
FriendNet: Detection-Friendly Dehazing Network Yihua Fan Yongzhen Wang Mingqiang Wei F. Wang H. Xie 115 4 0 07 Mar 2024
Misalignment-Robust Frequency Distribution Loss for Image Transformation Zhangkai Ni Juncheng Wu Zian Wang Wenhan Yang Hanli Wang Lin Ma 72 4 0 28 Feb 2024
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer Dongqi Fan Xin Zhao Liang Chang 69 1 0 24 Feb 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Hang Guo Jinmin Li Tao Dai Zhihao Ouyang Xudong Ren Shu-Tao Xia Mamba 125 247 0 23 Feb 2024
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey Sébastien Herbreteau Charles Kervrann OOD 76 0 0 23 Feb 2024
FD-Vision Mamba for Endoscopic Exposure Correction Zhuoran Zheng Jun Zhang 83 9 0 09 Feb 2024
Dual-Path Coupled Image Deraining Network via Spatial-Frequency Interaction Yuhong He Aiwen Jiang Lingfang Jiang Zhifeng Wang Lu Wang 58 3 0 07 Feb 2024
Rethinking RGB Color Representation for Image Restoration Models Jaerin Lee J. Park Sungyong Baik Kyoung Mu Lee 67 1 0 05 Feb 2024
LIR: A Lightweight Baseline for Image Restoration Dongqi Fan Ting Yue Xin Zhao Renjing Xu Liang Chang 60 0 0 02 Feb 2024
InstructIR: High-Quality Image Restoration Following Human Instructions Marcos V. Conde Gregor Geigle Radu Timofte DiffM 127 58 0 29 Jan 2024
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Chunhua Zhou Fengyu Sun Di Niu 95 12 0 26 Jan 2024
Unified-Width Adaptive Dynamic Network for All-In-One Image Restoration Yimin Xu Nanxi Gao Zhongyun Shan Chia-Wen Lin Rongrong Ji 120 6 0 24 Jan 2024
Reconstructing the Invisible: Video Frame Restoration through Siamese Masked Conditional Variational Autoencoder Yongchen Zhou Richard Jiang 44 0 0 18 Jan 2024
Low-light Stereo Image Enhancement and De-noising in the Low-frequency Information Enhanced Image Space Minghua Zhao Xiangdong Qin Shuangli Du Xuefei Bai Jiahao Lyu Yiguang Liu 63 4 0 15 Jan 2024
Depth-agnostic Single Image Dehazing Honglei Xu Yan Shu Shaohui Liu 49 0 0 14 Jan 2024
Efficient Image Deblurring Networks based on Diffusion Models Kang Chen Yuanjie Liu DiffM 117 2 0 11 Jan 2024
Application of Deep Learning in Blind Motion Deblurring: Current Status and Future Prospects Yawen Xiang Heng Zhou Chengyang Li Fangwei Sun Zhongbo Li Yongqiang Xie 69 0 0 10 Jan 2024
Diffusion Models, Image Super-Resolution And Everything: A Survey Brian B. Moser Arundhati S. Shanbhag Federico Raue Stanislav Frolov Sebastián M. Palacio Andreas Dengel 108 41 0 01 Jan 2024
UGPNet: Universal Generative Prior for Image Restoration Hwayoon Lee Kyoungkook Kang Hyeongmin Lee Seung-Hwan Baek Sunghyun Cho DiffM 88 2 0 31 Dec 2023
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Xin Gao Tianheng Qiu Xinyu Zhang Hanlin Bai Kang Liu Xuan Huang Hu Wei Guoying Zhang Huaping Liu 80 13 0 29 Dec 2023
Improving Image Restoration through Removing Degradations in Textual Representations Jingbo Lin Zhilu Zhang Yuxiang Wei Dongwei Ren Dongsheng Jiang Wangmeng Zuo 72 30 0 28 Dec 2023
BSRAW: Improving Blind RAW Image Super-Resolution Marcos V. Conde Florin-Alexandru Vasluianu Radu Timofte 57 8 0 24 Dec 2023
ParamISP: Learned Forward and Inverse ISPs using Camera Parameters Woohyeok Kim Geon-Yeong Kim Junyong Lee Seungyong Lee Seung-Hwan Baek Sunghyun Cho 69 8 0 20 Dec 2023
Tell Me What You See: Text-Guided Real-World Image Denoising E. Yosef Raja Giryes DiffM 151 2 0 15 Dec 2023
Guided Image Restoration via Simultaneous Feature and Image Guided Fusion Xinyi Liu Qian Zhao Jie Liang Huiyu Zeng Deyu Meng Lei Zhang 73 0 0 14 Dec 2023
Diffusion-based Blind Text Image Super-Resolution Yuzhe Zhang Jiawei Zhang Hao Li Zhouxia Wang Luwei Hou Dongqing Zou Liheng Bian 89 14 0 13 Dec 2023
EditGuard: Versatile Image Watermarking for Tamper Localization and Copyright Protection Xuanyu Zhang Runyi Li Jiwen Yu You-song Xu Weiqi Li Jian Zhang WIGM 110 51 0 12 Dec 2023
DGNet: Dynamic Gradient-Guided Network for Water-Related Optics Image Enhancement Jingchun Zhou Zongxin He Qiuping Jiang Kui Jiang Xianping Fu Xuelong Li 60 1 0 12 Dec 2023