Learning Deep CNN Denoiser Prior for Image Restoration

11 April 2017

Lei Zhang

Papers citing "Learning Deep CNN Denoiser Prior for Image Restoration"

50 / 591 papers shown

Title
SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal Wenyang Liu Jianjun Gao Kim-Hui Yap 38 0 0 08 May 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 24 1 0 17 Apr 2025
UniFlowRestore: A General Video Restoration Framework via Flow Matching and Prompt Guidance S. Yu Zhang Chen Wu Dianjie Lu Dianjie Lu Guijuan Zhan Yang Weng Zhuoran Zheng DiffM VGen 26 0 0 12 Apr 2025
DREMnet: An Interpretable Denoising Framework for Semi-Airborne Transient Electromagnetic Signal Shuang Wang Ming Guo X. Wang Fei Deng Lifeng Mao Bin Wang Wenlong Gao 54 0 0 28 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 54 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 56 0 0 22 Mar 2025
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral Perspective C. Zhao Z. Chen Yunzhe Xu Enxuan Gu Jian Li Zili Yi Qian Wang Jian Yang Ying Tai 87 0 0 17 Mar 2025
Reconstruct Anything Model: a lightweight foundation model for computational imaging M. Terris Samuel Hurault Maxime Song Julian Tachella MedIm DiffM 70 2 0 11 Mar 2025
Enhanced Denoising and Convergent Regularisation Using Tweedie Scaling Naïl Khelifa Ferdia Sherry Carola-Bibiane Schönlieb 39 0 0 07 Mar 2025
Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in Dual Chong-Jun Wang Lanqing Guo Zixuan Fu Siyuan Yang Hao Cheng Alex C. Kot Bihan Wen DiffM 73 1 0 03 Mar 2025
Diffusion Restoration Adapter for Real-World Image Restoration Hanbang Liang Zhen Wang Weihui Deng DiffM 39 0 0 28 Feb 2025
Multi-level Attention-guided Graph Neural Network for Image Restoration Jiatao Jiang Zhen Cui Chunyan Xu Jian Yang 36 0 0 26 Feb 2025
CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping Xiaojian Xu Weijie Gan Satya V. V. N. Kothapalli D. Yablonskiy Ulugbek S. Kamilov MedIm 74 5 0 21 Feb 2025
Unsupervised Self-Prior Embedding Neural Representation for Iterative Sparse-View CT Reconstruction Xuanyu Tian Lixuan Chen Qing Wu Chenhe Du Jingjing Shi Hongjiang Wei Y. Zhang 45 0 0 08 Feb 2025
Deep Unfolding Multi-modal Image Fusion Network via Attribution Analysis Haowen Bai Zixiang Zhao Jiangshe Zhang Baisong Jiang Lilun Deng Yukun Cui Shuang Xu Chunxia Zhang 58 2 0 03 Feb 2025
Modeling Dual-Exposure Quad-Bayer Patterns for Joint Denoising and Deblurring Yuzhi Zhao L. Po Xin Ye Yongzhe Xu Qiong Yan 72 1 0 10 Dec 2024
Exploring Real&Synthetic Dataset and Linear Attention in Image Restoration Yuzhen Du Teng Hu J. Zhang Ran Yi Chengming Xu Xiaobin Hu Kai WU Donghao Luo Y. Wang Lizhuang Ma 83 1 0 05 Dec 2024
CubeFormer: A Simple yet Effective Baseline for Lightweight Image Super-Resolution Jikai Wang Huan Zheng Jianbing Shen SupR 68 0 0 03 Dec 2024
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 145 1 0 27 Nov 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang W. J. Li Tao Dai Shu-Tao Xia Yawei Li Mamba 118 12 0 22 Nov 2024
Multi-scale Frequency Enhancement Network for Blind Image Deblurring Yawen Xiang Heng Zhou Chengyang Li Zhongbo Li Yongqiang Xie 25 0 0 11 Nov 2024
LoFi: Neural Local Fields for Scalable Image Reconstruction AmirEhsan Khorashadizadeh T. Liaudat Tianlin Liu Jason D. McEwen Ivan Dokmanić SupR 39 0 0 07 Nov 2024
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models Shangquan Sun Wenqi Ren Z. Liu Hyunhee Park Rui Wang Xiaochun Cao 28 0 0 30 Oct 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 46 10 0 19 Oct 2024
HASN: Hybrid Attention Separable Network for Efficient Image Super-resolution Weifeng Cao Xiaoyan Lei Jun Shi Wanyong Liang Jie Liu Zongfei Bai SupR 24 0 0 13 Oct 2024
ReFIR: Grounding Large Restoration Models with Retrieval Augmentation Hang Guo Tao Dai Zhihao Ouyang Taolin Zhang Yaohua Zha Bin Chen Shu-Tao Xia DiffM 35 5 0 08 Oct 2024
Imaging foundation model for universal enhancement of non-ideal measurement CT Yuxin Liu Rongjun Ge Yuting He Zhan Wu Chenyu You Yuan Gao Chenyu You Ge Wang Yang Chen Shuo Li MedIm 21 2 0 02 Oct 2024
Data-free Distillation with Degradation-prompt Diffusion for Multi-weather Image Restoration Pei Wang Xiaotong Luo Yuan Xie Yanyun Qu DiffM 47 1 0 05 Sep 2024
Efficient Image Restoration through Low-Rank Adaptation and Stable Diffusion XL Haiyang Zhao DiffM 26 0 0 30 Aug 2024
GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content Lebin Zhou Kun Han Nam Ling Wei Wang Wei Jiang 3DGS 30 0 0 29 Aug 2024
MambaCSR: Dual-Interleaved Scanning for Compressed Image Super-Resolution With SSMs Yulin Ren Xin Li Mengxi Guo Bingchen Li Shijie Zhao Zhibo Chen Mamba 29 6 0 21 Aug 2024
HAIR: Hypernetworks-based All-in-One Image Restoration Jin Cao Yi Cao Li Pang Deyu Meng Xiangyong Cao 3DH 27 9 0 15 Aug 2024
UniProcessor: A Text-induced Unified Low-level Image Processor Huiyu Duan Xiongkuo Min Sijing Wu Wei Shen Guangtao Zhai DiffM 39 8 0 30 Jul 2024
Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration Xiaoyan Yu Shen Zhou Huafeng Li Liehuang Zhu 29 3 0 27 Jul 2024
Deep Learning CT Image Restoration using System Blur and Noise Models Yijie Yuan G. Gang J. W. Stayman MedIm 40 0 0 20 Jul 2024
Learning Firmly Nonexpansive Operators Kristian Bredies Jonathan Chirinos-Rodriguez E. Naldi 25 0 0 19 Jul 2024
Deep-TEMPEST: Using Deep Learning to Eavesdrop on HDMI from its Unintended Electromagnetic Emanations Santiago Fernández Emilio Martínez Gabriel Varela Pablo Musé Federico Larroca 21 0 0 12 Jul 2024
Exploring Richer and More Accurate Information via Frequency Selection for Image Restoration Hu Gao Depeng Dang 30 1 0 12 Jul 2024
Towards Physics-informed Cyclic Adversarial Multi-PSF Lensless Imaging Abeer Banerjee Sanjay Singh 22 0 0 09 Jul 2024
Heterogeneous window transformer for image denoising Chunwei Tian Menghua Zheng Chia-Wen Lin Zhiwu Li David C. Zhang ViT 32 13 0 08 Jul 2024
Fast Unsupervised Tensor Restoration via Low-rank Deconvolution David Reixach J. Morros 28 0 0 15 Jun 2024
Single image super-resolution based on trainable feature matching attention network Qizhou Chen Qing Shao SupR 54 16 0 29 May 2024
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors Zihui Wu Yu Sun Yifan Chen Bingliang Zhang Yisong Yue Katherine L. Bouman DiffM 27 20 0 29 May 2024
Efficient Degradation-aware Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Danda Dani Paudel Yulun Zhang Radu Timofte 27 5 0 24 May 2024
Perceptual Fairness in Image Restoration Guy Ohayon Michael Elad T. Michaeli SupR 38 1 0 22 May 2024
Sensitivity Decouple Learning for Image Compression Artifacts Reduction Li Ma Yifan Zhao Peixi Peng Yonghong Tian 23 3 0 15 May 2024
DVMSR: Distillated Vision Mamba for Efficient Super-Resolution Xiaoyan Lei Wenlong Zhang Weifeng Cao 27 11 0 05 May 2024
Plug-and-Play Algorithm Convergence Analysis From The Standpoint of Stochastic Differential Equation Zhongqi Wang Bingnan Wang Maosheng Xiang 19 0 0 22 Apr 2024
AdaIR: Exploiting Underlying Similarities of Image Restoration Tasks with Adapters Hao-Wei Chen Yu-Syuan Xu Kelvin C. K. Chan Hsien-Kai Kuo Chun-Yi Lee Ming-Hsuan Yang 24 1 0 17 Apr 2024
Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon VLM 32 11 0 15 Apr 2024