Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

13 August 2016

Lei Zhang

Papers citing "Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising"

50 / 1,690 papers shown

Title
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse Coding Dong Liu Ke Sun Zhangyang Wang Runsheng Liu Zhengjun Zha 24 12 0 28 Feb 2018
A Mathematical Framework for Deep Learning in Elastic Source Imaging J. Yoo Abdul Wahab J. C. Ye 11 8 0 27 Feb 2018
Generating High Quality Visible Images from SAR Images Using CNNs Puyang Wang Vishal M. Patel GAN 27 62 0 27 Feb 2018
Fast, Trainable, Multiscale Denoising Sungjoon Choi J. Isidoro Pascal Getreuer P. Milanfar 41 6 0 16 Feb 2018
Joint Demosaicing and Denoising with Perceptual Optimization on a Generative Adversarial Network W. Dong Mingrui Yuan Xin Li Guangming Shi GAN 41 32 0 13 Feb 2018
Temporal and volumetric denoising via quantile sparse image prior Franziska Schirrmacher Thomas Köhler Tobias Lindenberger Lennart Husvogt J. Endres J. Fujimoto J. Hornegger Arnd Dörfler P. Hoelter Andreas Maier MedIm 20 1 0 12 Feb 2018
Recovering Loss to Followup Information Using Denoising Autoencoders Lovedeep Gondara Ke Wang 23 19 0 12 Feb 2018
Denoising Arterial Spin Labeling Cerebral Blood Flow Images Using Deep Learning Danfeng Xie L. Bai Ze Wang AI4CE 25 10 0 29 Jan 2018
Denoising Prior Driven Deep Neural Network for Image Restoration W. Dong Peiyao Wang W. Yin Guangming Shi Fangfang Wu Xiaotong Lu SupR 39 417 0 21 Jan 2018
DeepISP: Towards Learning an End-to-End Image Processing Pipeline Eli Schwartz Raja Giryes A. Bronstein VLM 27 225 0 20 Jan 2018
Multiple Description Convolutional Neural Networks for Image Compression Lijun Zhao H. Bai Anhong Wang Yao-Min Zhao 33 49 0 20 Jan 2018
Fully Point-wise Convolutional Neural Network for Modeling Statistical Regularities in Natural Images Jing Zhang Yang Cao Yang Wang Chenglin Wen Changwen Chen 22 37 0 19 Jan 2018
Deep Network for Simultaneous Decomposition and Classification in UWB-SAR Imagery T. Vu L. Nguyen Tiantong Guo V. Monga 42 10 0 16 Jan 2018
Deep Stacked Networks with Residual Polishing for Image Inpainting Ugur Demir Gözde B. Ünal 23 8 0 31 Dec 2017
A Multi-Scale and Multi-Depth Convolutional Neural Network for Remote Sensing Imagery Pan-Sharpening Qiangqiang Yuan Yancong Wei Xiangchao Meng Huanfeng Shen Liangpei Zhang 27 464 0 28 Dec 2017
Denoising of 3D magnetic resonance images with multi-channel residual learning of convolutional neural network Dongsheng Jiang W. Dou L. Vosters Xiayu Xu Yue Sun T. Tan MedIm 9 190 0 23 Dec 2017
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Peng Sun W. Zuo Lei Zhang SupR 55 903 0 17 Dec 2017
Efficient B-mode Ultrasound Image Reconstruction from Sub-sampled RF Data using Deep Learning Y. Yoon Shujaat Khan Jaeyoung Huh J. C. Ye 21 114 0 17 Dec 2017
Deep Burst Denoising Clément Godard Kevin Blackburn-Matzen M. Uyttendaele 26 124 0 15 Dec 2017
Learning Binary Residual Representations for Domain-specific Video Streaming Yi-Hsuan Tsai Ming Liu Deqing Sun Ming-Hsuan Yang Jan Kautz 24 34 0 14 Dec 2017
200x Low-dose PET Reconstruction using Deep Learning Junshen Xu Enhao Gong John M. Pauly Greg Zaharchuk MedIm 22 131 0 12 Dec 2017
Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser Fangzhou Liao Ming Liang Yinpeng Dong Tianyu Pang Xiaolin Hu Jun Zhu 33 874 0 08 Dec 2017
Chaining Identity Mapping Modules for Image Denoising Saeed Anwar C. P. Huynh Fatih Porikli 22 11 0 08 Dec 2017
MoDL: Model Based Deep Learning Architecture for Inverse Problems H. Aggarwal M. Mani M. Jacob 81 1,000 0 07 Dec 2017
Burst Denoising with Kernel Prediction Networks B. Mildenhall Jonathan T. Barron Jiawen Chen Dillon Sharlet Ren Ng Robert E. Carroll 59 392 0 06 Dec 2017
DR-Net: Transmission Steered Single Image Dehazing Network with Weakly Supervised Refinement Chongyi Li Jichang Guo Fatih Porikli Chunle Guo Huazhu Fu Xi Li 3DV DiffM 43 8 0 02 Dec 2017
Universal Denoising Networks : A Novel CNN Architecture for Image Denoising Stamatios Lefkimmiatis OOD SupR 32 12 0 21 Nov 2017
Optimal Combination of Image Denoisers J. H. Choi Omar A. Elgendy Stanley H. Chan 16 2 0 17 Nov 2017
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration I. Kligvasser Tamar Rott Shaham T. Michaeli 21 58 0 17 Nov 2017
Learning Asymmetric and Local Features in Multi-Dimensional Data through Wavelets with Recursive Partitioning Meng Li Li Ma MedIm 24 6 0 02 Nov 2017
Statistical evaluation of visual quality metrics for image denoising K. Egiazarian Mykola Ponomarenko V. Lukin O. Ieremeiev 16 22 0 02 Nov 2017
$Accelerating GMM-based patch priors for image restoration: Three ingredients for a 100$\times$ speed-up$ Accelerating GMM-based patch priors for image restoration: Three ingredients for a 100 $\times$ speed-up Shibin Parameswaran Charles-Alban Deledalle L. Denis Truong Thao Nguyen 43 27 0 23 Oct 2017
Towards CT-quality Ultrasound Imaging using Deep Learning S. Vedula Ortal Senouf A. Bronstein O. Michailovich M. Zibulevsky MedIm 27 43 0 17 Oct 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 45 2,096 0 11 Oct 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 19 587 0 11 Oct 2017
Video Denoising and Enhancement via Dynamic Video Layering Han Guo Namrata Vaswani 16 13 0 05 Oct 2017
VIDOSAT: High-dimensional Sparsifying Transform Learning for Online Video Denoising Bihan Wen S. Ravishankar Y. Bresler 11 34 0 03 Oct 2017
CISRDCNN: Super-resolution of compressed images using deep convolutional neural networks Honggang Chen Xiaohai He Chao Ren L. Qing Qizhi Teng SupR 36 37 0 19 Sep 2017
Target-adaptive CNN-based pansharpening G. Scarpa S. Vitale D. Cozzolino 21 312 0 18 Sep 2017
Deep Mean-Shift Priors for Image Restoration Siavash Bigdeli Meiguang Jin Paolo Favaro Matthias Zwicker 10 136 0 12 Sep 2017
Learning a Dilated Residual Network for SAR Image Despeckling Qiang Zhang Qiangqiang Yuan Jie Li Zhen Yang Xiaoshuang Ma 24 196 0 09 Sep 2017
WESPE: Weakly Supervised Photo Enhancer for Digital Cameras Andrey D. Ignatov Nikolay Kobyshev Radu Timofte K. Vanhoey Luc Van Gool DiffM 28 171 0 04 Sep 2017
Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network Lijun Zhao H. Bai Jie Liang Bing Zeng Anhong Wang Yao-Min Zhao GAN 31 23 0 30 Aug 2017
Watch Me, but Don't Touch Me! Contactless Control Flow Monitoring via Electromagnetic Emanations Yi Han Sriharsha Etigowni Hua Liu S. Zonouz Athina P. Petropulu 21 100 0 30 Aug 2017
Framing U-Net via Deep Convolutional Framelets: Application to Sparse-view CT Yoseob Han J. C. Ye 14 515 0 28 Aug 2017
Dilated Deep Residual Network for Image Denoising Tianyang Wang Mingxuan Sun Kaoning Hu MedIm 11 83 0 18 Aug 2017
Convolutional Neural Networks for Non-iterative Reconstruction of Compressively Sensed Images Suhas Lohit K. Kulkarni Ronan Kerviche Pavan Turaga A. Ashok 9 114 0 15 Aug 2017
An ELU Network with Total Variation for Image Denoising Tianyang Wang Zhengrui Qin M. Zhu 24 23 0 14 Aug 2017
MemNet: A Persistent Memory Network for Image Restoration Ying Tai Jian Yang Xiaoming Liu Chunyan Xu SupR 51 1,535 0 07 Aug 2017
Generation of High Dynamic Range Illumination from a Single Image for the Enhancement of Undesirably Illuminated Images J. S. Park N. Cho 26 19 0 02 Aug 2017