Learning Deep CNN Denoiser Prior for Image Restoration

11 April 2017

Lei Zhang

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

50 / 592 papers shown

Title
An Underwater Image Enhancement Benchmark Dataset and Beyond Chongyi Li Chunle Guo Wenqi Ren Runmin Cong Junhui Hou Sam Kwong Dacheng Tao 3DV 32 1,246 0 11 Jan 2019
Blind Motion Deblurring with Cycle Generative Adversarial Networks Quan Yuan Junxia Li Lingwei Zhang Zhefu Wu Guangyu Liu GAN 26 19 0 07 Jan 2019
PointCleanNet: Learning to Denoise and Remove Outliers from Dense Point Clouds Marie-Julie Rakotosaona Vittorio La Barbera Paul Guerrero Niloy J. Mitra M. Ovsjanikov 3DPC 24 299 0 04 Jan 2019
Residual Dense Network for Image Restoration Yulun Zhang Yapeng Tian Yu Kong Bineng Zhong Y. Fu SupR 13 715 0 25 Dec 2018
Estimation and Restoration of Compositional Degradation Using Convolutional Neural Networks Kazutaka Uchida Masayuki Tanaka Masatoshi Okutomi 6 2 0 23 Dec 2018
A Multiscale Image Denoising Algorithm Based On Dilated Residual Convolution Network Chang Liu Zhaowei Shang Anyong Qin 27 16 0 21 Dec 2018
Deep Unfolding of a Proximal Interior Point Method for Image Restoration Carla Bertocchi Émilie Chouzenoux M. Corbineau J. Pesquet M. Prato 27 107 0 11 Dec 2018
Non-local Meets Global: An Integrated Paradigm for Hyperspectral Denoising Wei He Quanming Yao Chong Li Naoto Yokoya Qibin Zhao 22 152 0 11 Dec 2018
Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal Learning Tom Tirer Raja Giryes SupR 24 57 0 30 Nov 2018
Iterative Residual CNNs for Burst Photography Applications Filippos Kokkinos Stamatios Lefkimmiatis 16 31 0 29 Nov 2018
Dense xUnit Networks I. Kligvasser T. Michaeli 21 3 0 27 Nov 2018
Deep Network Interpolation for Continuous Imagery Effect Transition Xintao Wang K. Yu Chao Dong Xiaoou Tang Chen Change Loy SupR 27 104 0 26 Nov 2018
LSD $_2$ -- Joint Denoising and Deblurring of Short and Long Exposure Images with CNNs Janne Mustaniemi Arno Solin Jirí Matas Simo Särkkä J. Heikkilä 25 9 0 23 Nov 2018
Three-dimensional Optical Coherence Tomography Image Denoising through Multi-input Fully-Convolutional Networks Ashkan Abbasi A. Monadjemi Leyuan Fang H. Rabbani Yi Zhang SupR 24 20 0 22 Nov 2018
Fully Convolutional Network with Multi-Step Reinforcement Learning for Image Processing Ryosuke Furuta Naoto Inoue T. Yamasaki 24 52 0 10 Nov 2018
A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI Risheng Liu Yuxi Zhang Shichao Cheng Xin-Yue Fan Zhongxuan Luo 16 30 0 09 Nov 2018
Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-convex Optimization Yiyang Wang Risheng Liu Long Ma Xiaoliang Song 22 2 0 05 Nov 2018
Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm Yu Sun Shiqi Xu Yunzhe Li Lei Tian B. Wohlberg Ulugbek S. Kamilov 30 44 0 31 Oct 2018
Ionospheric activity prediction using convolutional recurrent neural networks Alexandre Boulch Noëlie Cherrier T. Castaings 34 21 0 31 Oct 2018
Image Restoration using Total Variation Regularized Deep Image Prior Jiaming Liu Yu Sun Xiaojian Xu Ulugbek S. Kamilov 27 175 0 30 Oct 2018
Neural Nearest Neighbors Networks Tobias Plötz Stefan Roth 19 338 0 30 Oct 2018
Enhanced CNN for image denoising Chunwei Tian Yong-mei Xu Lunke Fei Junqian Wang Haizhang Zou Nan Luo 21 145 0 28 Oct 2018
Convolutional Deblurring for Natural Imaging Mahdi S. Hosseini Konstantinos N. Plataniotis 16 36 0 25 Oct 2018
Learning Converged Propagations with Deep Prior Ensemble for Image Enhancement Risheng Liu Long Ma Yiyang Wang Lei Zhang 16 71 0 09 Oct 2018
Weighted Sigmoid Gate Unit for an Activation Function of Deep Neural Network Masayuki Tanaka 33 54 0 03 Oct 2018
Image Reconstruction Using Deep Learning Po-Yu Liu E. Lam 20 11 0 27 Sep 2018
Multigrid Backprojection Super-Resolution and Deep Filter Visualization Pablo Navarrete Michelini Hanwen Liu Dan Zhu SupR 22 20 0 25 Sep 2018
An Online Plug-and-Play Algorithm for Regularized Image Reconstruction Yu Sun B. Wohlberg Ulugbek S. Kamilov 19 205 0 12 Sep 2018
Fourier-Domain Optimization for Image Processing Majed El Helou Frederike Dumbgen R. Achanta Sabine Süsstrunk 21 11 0 11 Sep 2018
Connecting Image Denoising and High-Level Vision Tasks via Deep Learning Ding Liu Bihan Wen Jianbo Jiao Xianming Liu Zhangyang Wang Thomas S. Huang 21 144 0 06 Sep 2018
Spatial-Spectral Fusion by Combining Deep Learning and Variation Model Huanfeng Shen Menghui Jiang Jie Li Qiangqiang Yuan Yanchong Wei Liangpei Zhang 28 65 0 04 Sep 2018
Performance Analysis of Plug-and-Play ADMM: A Graph Signal Processing Perspective Stanley H. Chan 22 57 0 31 Aug 2018
Automatic Foreground Extraction from Imperfect Backgrounds using Multi-Agent Consensus Equilibrium Xiran Wang Jason Juang Stanley H. Chan 23 1 0 24 Aug 2018
Class-Aware Fully-Convolutional Gaussian and Poisson Denoising Tal Remez Or Litany Raja Giryes A. Bronstein BDL 25 72 0 20 Aug 2018
On the Convergence of Learning-based Iterative Methods for Nonconvex Inverse Problems Risheng Liu Shichao Cheng Yi He Xin-Yue Fan Zhouchen Lin Zhongxuan Luo 29 68 0 16 Aug 2018
Deep Learning for Single Image Super-Resolution: A Brief Review Wenming Yang Xuechen Zhang Yapeng Tian Wei Wang Jing-Hao Xue 21 889 0 09 Aug 2018
Learning Collaborative Generation Correction Modules for Blind Image Deblurring and Beyond Risheng Liu Yi He Shichao Cheng Xin-Yue Fan Zhongxuan Luo 26 18 0 31 Jul 2018
Multi-bin Trainable Linear Unit for Fast Image Restoration Networks Shuhang Gu Radu Timofte Luc Van Gool AI4CE SupR 31 6 0 30 Jul 2018
Automatic Semantic Content Removal by Learning to Neglect Siyang Qin Jiahui Wei Roberto Manduchi 16 10 0 20 Jul 2018
Learning Hybrid Sparsity Prior for Image Restoration: Where Deep Learning Meets Sparse Coding W. Dong Zhangxi Yan Guangming Shi Xin Li 28 3 0 18 Jul 2018
Learning Generic Diffusion Processes for Image Restoration Peng Qiao Y. Dou Yunjin Chen Wensen Feng DiffM 19 0 0 17 Jul 2018
Iterative Joint Image Demosaicking and Denoising using a Residual Denoising Network Filippos Kokkinos Stamatios Lefkimmiatis 14 103 0 16 Jul 2018
Neural Networks Regularization Through Representation Learning Soufiane Belharbi OOD SSL 30 2 0 13 Jul 2018
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Yulun Zhang Kunpeng Li Kai Li Lichen Wang Bineng Zhong Y. Fu SupR 41 4,270 0 08 Jul 2018
Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination Junjun Jiang Yi Yu Jinhui Hu Suhua Tang Jiayi Ma CVBM SupR 28 50 0 28 Jun 2018
Generative Adversarial Networks and Perceptual Losses for Video Super-Resolution Alice Lucas Santiago López-Tapia Rafael Molina Aggelos K. Katsaggelos GAN SupR 41 173 0 14 Jun 2018
Identifying Recurring Patterns with Deep Neural Networks for Natural Image Denoising Zhihao Xia Ayan Chakrabarti 21 27 0 13 Jun 2018
Compression of phase-only holograms with JPEG standard and deep learning Shuming Jiao Zhi Jin Chenliang Chang Changyuan Zhou Wenbin Zou Xia Li 16 59 0 11 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
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network Qiangqiang Yuan Qiang Zhang Jie Li Huanfeng Shen Liangpei Zhang 43 370 0 01 Jun 2018