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
Accurate Spectral Super-resolution from Single RGB Image Using Multi-scale CNN Yiqi Yan Lei Zhang Jun Yu Li Wei Wei Yanning Zhang SupR 21 71 0 10 Jun 2018
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal Xiaoshuai Zhang Wenhan Yang Yueyu Hu Jiaying Liu 46 122 0 08 Jun 2018
Non-Local Recurrent Network for Image Restoration Ding Liu Bihan Wen Yuchen Fan Chen Change Loy Thomas S. Huang SupR 140 628 0 07 Jun 2018
Regularization by Denoising: Clarifications and New Interpretations E. T. Reehorst Philip Schniter 56 214 0 06 Jun 2018
Training deep learning based image denoisers from undersampled measurements without ground truth and without image prior Magauiya Zhussip Shakarim Soltanayev S. Chun 13 58 0 04 Jun 2018
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network Qiangqiang Yuan Qiang Zhang Jie Li Huanfeng Shen Liangpei Zhang 43 371 0 01 Jun 2018
Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework Jie Chen Junhui Hou Lap-Pui Chau 11 47 0 31 May 2018
BlockCNN: A Deep Network for Artifact Removal and Image Compression Danial Maleki Soheila Nadalian Mohammad Mahdi Derakhshani M. Sadeghi 27 28 0 28 May 2018
DPW-SDNet: Dual Pixel-Wavelet Domain Deep CNNs for Soft Decoding of JPEG-Compressed Images Honggang Chen Xiaohai He L. Qing Shuhua Xiong Truong Thao Nguyen 34 47 0 27 May 2018
Unsupervised Learning with Stein's Unbiased Risk Estimator Christopher A. Metzler Ali Mousavi Reinhard Heckel Richard G. Baraniuk OOD 26 103 0 26 May 2018
Rate-Optimal Denoising with Deep Neural Networks Reinhard Heckel Wen Huang Paul Hand V. Voroninski 30 23 0 22 May 2018
Variational based Mixed Noise Removal with CNN Deep Learning Regularization Faqiang Wang Haiyang Huang Jun Liu 16 35 0 21 May 2018
Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control Method for Image Restoration Xiaoshuai Zhang Yiping Lu Jiaying Liu Bin Dong 26 51 0 20 May 2018
Multi-level Wavelet-CNN for Image Restoration Pengju Liu Hongzhi Zhang Peng Sun Liang Lin W. Zuo SupR 31 641 0 18 May 2018
Lightweight Pyramid Networks for Image Deraining Xueyang Fu Borong Liang Yue Huang Xinghao Ding John Paisley 18 323 0 16 May 2018
k-Space Deep Learning for Accelerated MRI Yoseob Han Leonard Sunwoo J. C. Ye 43 188 0 10 May 2018
New Techniques for Preserving Global Structure and Denoising with Low Information Loss in Single-Image Super-Resolution Yijie Bei Alexandru Damian Shijia Hu Sachit Menon Nikhila Ravi Cynthia Rudin SupR 31 21 0 09 May 2018
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks Yujing Sun Yizhou Yu Wenping Wang 39 117 0 08 May 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 190 1,165 0 04 May 2018
Perceptually Optimized Generative Adversarial Network for Single Image Dehazing Yixin Du Xuzhao Li 47 6 0 03 May 2018
Deep learning approach to Fourier ptychographic microscopy Thanh Nguyen Yujia Xue Yunzhe Li Lei Tian G. Nehmetallah 18 28 0 27 Apr 2018
Generative Model for Heterogeneous Inference Honggang Zhou Yunchun Li Hailong Yang Wei Li Jie Jia BDL 35 0 0 26 Apr 2018
Robust Video Content Alignment and Compensation for Clear Vision Through the Rain Jie Chen Cheen-Hau Tan Junhui Hou Lap-Pui Chau He Li 22 6 0 24 Apr 2018
Residual-Guide Feature Fusion Network for Single Image Deraining Zhiwen Fan Huafeng Wu Xueyang Fu Yue Huang Xinghao Ding 32 137 0 20 Apr 2018
Learning Warped Guidance for Blind Face Restoration Xiaoming Li Ming-Yu Liu Yuting Ye W. Zuo Liang Lin Ruigang Yang CVBM 3DH 22 140 0 13 Apr 2018
Simultaneous Fidelity and Regularization Learning for Image Restoration Dongwei Ren W. Zuo David C. Zhang Lei Zhang Ming-Hsuan Yang 19 75 0 12 Apr 2018
Demoiréing of Camera-Captured Screen Images Using Deep Convolutional Neural Network Bolin Liu X. Shu Xiaolin Wu 10 32 0 11 Apr 2018
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning K. Yu Chao Dong Liang Lin Chen Change Loy CLL OffRL 27 174 0 10 Apr 2018
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform Xintao Wang K. Yu Chao Dong Chen Change Loy SupR 40 968 0 09 Apr 2018
DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning Cagdas Ulas Giles Tetteh S. Kaczmarz C. Preibisch Bjoern H. Menze 23 26 0 08 Apr 2018
Direct Estimation of Pharmacokinetic Parameters from DCE-MRI using Deep CNN with Forward Physical Model Loss Cagdas Ulas Giles Tetteh M. Thrippleton Paul A. Armitage S. Makin Joanna M. Wardlaw Mike E. Davies Bjoern H. Menze MedIm 24 22 0 08 Apr 2018
Fast Single Image Rain Removal via a Deep Decomposition-Composition Network Siyuan LI Wenqi Ren Jiawan Zhang Jinke Yu Xiaojie Guo 28 85 0 08 Apr 2018
Real-world Noisy Image Denoising: A New Benchmark Jun Xu Hui Li Zhetong Liang David C. Zhang Lei Zhang 27 201 0 07 Apr 2018
Adaptive Quantile Sparse Image (AQuaSI) Prior for Inverse Imaging Problems Franziska Schirrmacher Thomas Köhler Christian Riess 21 5 0 06 Apr 2018
Deep Residual Learning for Accelerated MRI using Magnitude and Phase Networks Dongwook Lee Jaejun Yoo S. Tak J. C. Ye OOD 25 296 0 02 Apr 2018
One-Two-One Networks for Compression Artifacts Reduction in Remote Sensing Baochang Zhang Jiaxin Gu Chen Chen Jiawei Han Xiangbo Su Xianbin Cao Jianzhuang Liu 25 51 0 01 Apr 2018
Adversarial Attacks and Defences Competition Alexey Kurakin Ian Goodfellow Samy Bengio Yinpeng Dong Fangzhou Liao ... Junjiajia Long Yerkebulan Berdibekov Takuya Akiba Seiya Tokui Motoki Abe AAML SILM 20 318 0 31 Mar 2018
Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework Jie Chen Cheen-Hau Tan Junhui Hou Lap-Pui Chau He Li 54 154 0 28 Mar 2018
Multi-scale Processing of Noisy Images using Edge Preservation Losses Nati Ofir Y. Keller 14 7 0 26 Mar 2018
A Deep Error Correction Network for Compressed Sensing MRI Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley MedIm 36 12 0 23 Mar 2018
Lifting Layers: Analysis and Applications Peter Ochs Tim Meinhardt Laura Leal-Taixe Michael Möller 30 7 0 23 Mar 2018
Group Sparsity Residual with Non-Local Samples for Image Denoising Zhiyuan Zha Xinggan Zhang Qiong Wang Yechao Bai Lan Tang Xin Yuan 19 13 0 22 Mar 2018
Patch-Based Image Inpainting with Generative Adversarial Networks Ugur Demir Gözde B. Ünal GAN 17 253 0 20 Mar 2018
Deep Image Demosaicking using a Cascade of Convolutional Residual Denoising Networks Filippos Kokkinos Stamatios Lefkimmiatis SupR 23 126 0 14 Mar 2018
Multi-Frame Quality Enhancement for Compressed Video Ren Yang Mai Xu Zulin Wang Tianyi Li 39 204 0 13 Mar 2018
Correction by Projection: Denoising Images with Generative Adversarial Networks Subarna Tripathi Zachary Chase Lipton Truong Thao Nguyen 30 53 0 12 Mar 2018
Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising Cristóvão Cruz A. Foi V. Katkovnik K. Egiazarian 16 100 0 06 Mar 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 13 122 0 04 Mar 2018
Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search Masanori Suganuma Mete Ozay Takayuki Okatani 25 87 0 01 Mar 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 44 168 0 01 Mar 2018