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Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration

12 August 2015

Papers citing "Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration"

50 / 376 papers shown

Title
Image Blind Denoising Using Dual Convolutional Neural Network with Skip Connection Wencong Wu Shicheng Liao Guannan Lv Peng Liang Yungang Zhang 32 3 0 04 Apr 2023
DRIP: Deep Regularizers for Inverse Problems Moshe Eliasof E. Haber Eran Treister 90 8 0 30 Mar 2023
Toward DNN of LUTs: Learning Efficient Image Restoration with Multiple Look-Up Tables Jiacheng Li C. Chen Zhen Cheng Zhiwei Xiong 72 10 0 25 Mar 2023
Masked Image Training for Generalizable Deep Image Denoising Haoyu Chen Jinjin Gu Yihao Liu Salma Abdel Magid Chao Dong Qiong Wang Hanspeter Pfister Lei Zhu 77 68 0 23 Mar 2023
Learning Gradually Non-convex Image Priors Using Score Matching Erich Kobler Thomas Pock 88 3 0 21 Feb 2023
Hierarchical Optimization-Derived Learning Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 85 3 0 11 Feb 2023
A deep convolutional neural network for salt-and-pepper noise removal using selective convolutional blocks A. Rafiee Mahmoud Farhang 23 15 0 10 Feb 2023
Hierarchical Disentangled Representation for Invertible Image Denoising and Beyond Wenchao Du Hu Chen Yan Zhang H. Yang 57 1 0 31 Jan 2023
Towards Vision Transformer Unrolling Fixed-Point Algorithm: a Case Study on Image Restoration Peng Qiao Sidun Liu Tao Sun Ke Yang Y. Dou ViT 81 1 0 29 Jan 2023
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper -- Michael Elad Bahjat Kawar Gregory Vaksman 98 82 0 09 Jan 2023
Machine Learning for Large-Scale Optimization in 6G Wireless Networks Yandong Shi Lixiang Lian Yuanming Shi Zixin Wang Yong Zhou Liqun Fu Lin Bai Jun Zhang Wei Zhang AI4CE 142 82 0 03 Jan 2023
$Sophisticated deep learning with on-chip optical diffractive tensor processing$ Sophisticated deep learning with on-chip optical diffractive tensor processing Yuyao Huang Tingzhao Fu Honghao Huang Sigang Yang Hong-wei Chen BDL 15 14 0 20 Dec 2022
CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-Resolution Jingyun Liang Qin Wang Yongqin Xian Yawei Li Bingbing Ni Zhi-peng Pi Peng Sun Yulun Zhang Radu Timofte Luc Van Gool SupR 83 54 0 08 Dec 2022
Complex-valued Retrievals From Noisy Images Using Diffusion Models Nadav Torem Roi Ronen Y. Schechner Michael Elad DiffM 100 4 0 06 Dec 2022
ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning Yang Zhou Yuda Song Hui Qian Xin Du VLM 65 1 0 10 Nov 2022
Combining Attention Module and Pixel Shuffle for License Plate Super-Resolution Valfride Nascimento Rayson Laroca Jorge de A. Lambert William Robson Schwartz David Menotti ViT 85 13 0 30 Oct 2022
Stable Deep MRI Reconstruction using Generative Priors Martin Zach Florian Knoll Thomas Pock OOD MedIm DiffM 149 17 0 25 Oct 2022
Perceptual Image Enhancement for Smartphone Real-Time Applications Marcos V. Conde Florin-Alexandru Vasluianu Javier Vázquez-Corral Radu Timofte 66 25 0 24 Oct 2022
Explainable bilevel optimization: an application to the Helsinki deblur challenge S. Bonettini Giorgia Franchini Danilo Pezzi M. Prato 66 10 0 18 Oct 2022
Basic Binary Convolution Unit for Binarized Image Restoration Network Bin Xia Yulun Zhang Yitong Wang Yapeng Tian Wenming Yang Radu Timofte Luc Van Gool MQ 77 23 0 02 Oct 2022
A heterogeneous group CNN for image super-resolution Chunwei Tian Yanning Zhang W. Zuo Chia-Wen Lin David C. Zhang Yixuan Yuan SupR 124 62 0 26 Sep 2022
Multi-stage image denoising with the wavelet transform Chunwei Tian Menghua Zheng W. Zuo Bob Zhang Yanning Zhang David C. Zhang 83 254 0 26 Sep 2022
Deep Variation Prior: Joint Image Denoising and Noise Variance Estimation without Clean Data Rihuan Ke 53 1 0 19 Sep 2022
Real Image Restoration via Structure-preserving Complementarity Attention Yuan-fang Zhang Gen Li Lei Sun SupR 32 0 0 28 Jul 2022
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer Hao Li Zhijing Yang Xiaobin Hong Ziying Zhao Junyang Chen Yukai Shi Jin-shan Pan DiffM ViT 89 12 0 28 Jul 2022
D3C2-Net: Dual-Domain Deep Convolutional Coding Network for Compressive Sensing Weiqi Li Bin Chen Shuai Liu Shijie Zhao Bowen Du Yongbing Zhang Jian Zhang 127 11 0 27 Jul 2022
Unrolled algorithms for group synchronization N. Janco Tamir Bendory 48 3 0 19 Jul 2022
Equivariant Hypergraph Diffusion Neural Operators Peihao Wang Shenghao Yang Yunyu Liu Zhangyang Wang Pan Li DiffM 100 35 0 14 Jul 2022
Denoising single images by feature ensemble revisited Masud An Nur Islam Fahim Nazmus Saqib Shafkat Khan Siam H. Jung SupR 22 5 0 11 Jul 2022
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image Restoration Yuzhi Zhao Yongzhe Xu Qiong Yan Dingdong Yang Xuehui Wang L. Po 3DV 77 18 0 07 Jul 2022
Variational Deep Image Restoration Jae Woong Soh N. Cho SupR 103 42 0 03 Jul 2022
Polarized Color Image Denoising using Pocoformer Zhuoxiao Li Hai-bo Jiang Yinqiang Zheng 75 3 0 01 Jul 2022
Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 99 6 0 16 Jun 2022
Analysis of Branch Specialization and its Application in Image Decomposition Jonathan Brokman Guy Gilboa 59 2 0 12 Jun 2022
Cross-boosting of WNNM Image Denoising method by Directional Wavelet Packets Amir Averbuch P. Neittaanmäki V. Zheludev Moshe Salhov Jonathan Hauser 35 3 0 09 Jun 2022
Image Super-resolution with An Enhanced Group Convolutional Neural Network Chunwei Tian Yixuan Yuan Shichao Zhang Chia-Wen Lin W. Zuo David C. Zhang SupR 48 106 0 29 May 2022
DOGE-Train: Discrete Optimization on GPU with End-to-end Training Ahmed Abbas Paul Swoboda 94 6 0 23 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 80 30 0 14 May 2022
PnP-ReG: Learned Regularizing Gradient for Plug-and-Play Gradient Descent Rita Fermanian Mikael Le Pendu C. Guillemot 73 7 0 29 Apr 2022
Multiple Degradation and Reconstruction Network for Single Image Denoising via Knowledge Distillation Juncheng Li Hanhui Yang Qiaosi Yi Faming Fang Guangwei Gao T. Zeng Guixu Zhang 117 7 0 29 Apr 2022
A Multi-Head Convolutional Neural Network With Multi-path Attention improves Image Denoising Jiahong Zhang Meijun Qu Ye Wang Lihong Cao 43 7 0 27 Apr 2022
Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis Peng Sun Yawei Li Christos Sakaridis Jingyun Liang Yulun Zhang Hao Tang Deng-Ping Fan Radu Timofte Luc Van Gool OOD 90 135 0 24 Mar 2022
CVF-SID: Cyclic multi-Variate Function for Self-Supervised Image Denoising by Disentangling Noise from Image Reyhaneh Neshatavar Mohsen Yavartanoo Sanghyun Son Kyoung Mu Lee 78 69 0 24 Mar 2022
Bayesian Inversion for Nonlinear Imaging Models using Deep Generative Priors Pakshal Bohra Thanh-an Michel Pham Jonathan Dong M. Unser MedIm 92 11 0 18 Mar 2022
$$\ell_1$DecNet+: A new architecture framework by $\ell_1$ decomposition and iteration unfolding for sparse feature segmentation$ $\ell_1$ DecNet+: A new architecture framework by $\ell_1$ decomposition and iteration unfolding for sparse feature segmentation Yumeng Ren Yiming Gao Chunlin Wu Bergen 56 3 0 05 Mar 2022
When A Conventional Filter Meets Deep Learning: Basis Composition Learning on Image Filters F. Wang Yidan Feng H. Xie Gary Cheng Mingqiang Wei VLM 35 0 0 01 Mar 2022
Data-Consistent Local Superresolution for Medical Imaging Junqi Tang SupR 60 0 0 22 Feb 2022
Self-Supervised Bulk Motion Artifact Removal in Optical Coherence Tomography Angiography Jiaxiang Ren K. Park Yingtian Pan H. Ling 121 2 0 21 Feb 2022
Alternative design of DeepPDNet in the context of image restoration Mingyuan Jiu N. Pustelnik 67 2 0 20 Feb 2022
C2N: Practical Generative Noise Modeling for Real-World Denoising Geonwoon Jang Wooseok Lee Sanghyun Son Kyoung Mu Lee DiffM 96 81 0 19 Feb 2022