Learning Deep CNN Denoiser Prior for Image Restoration

11 April 2017

Lei Zhang

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

41 / 591 papers shown

Title
Variational based Mixed Noise Removal with CNN Deep Learning Regularization Faqiang Wang Haiyang Huang Jun Liu 9 35 0 21 May 2018
Multi-level Wavelet-CNN for Image Restoration Pengju Liu Hongzhi Zhang K. Zhang Liang Lin W. Zuo SupR 20 641 0 18 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 23 21 0 09 May 2018
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks Yujing Sun Yizhou Yu Wenping Wang 31 117 0 08 May 2018
Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization Risheng Liu Shichao Cheng Yi He Xin-Yue Fan Zhongxuan Luo 11 7 0 28 Apr 2018
Iterative Residual Image Deconvolution Li Si-Yao Dongwei Ren Furong Zhao Zijian Hu Junfeng Li Qian Yin SupR 13 1 0 17 Apr 2018
DPRed: Making Typical Activation and Weight Values Matter In Deep Learning Computing A. Delmas Sayeh Sharify Patrick Judd Kevin Siu Milos Nikolic Andreas Moshovos MQ 19 3 0 17 Apr 2018
Simultaneous Fidelity and Regularization Learning for Image Restoration Dongwei Ren W. Zuo David C. Zhang Lei Zhang Ming-Hsuan Yang 8 75 0 12 Apr 2018
Image Correction via Deep Reciprocating HDR Transformation Xin Yang Ke Xu Yibing Song Qiang Zhang Xiaopeng Wei Rynson W. H. Lau 11 108 0 12 Apr 2018
Learning Deep Gradient Descent Optimization for Image Deconvolution Dong Gong Zhen Zhang Javen Qinfeng Shi Anton van den Hengel Chunhua Shen Yanning Zhang 52 83 0 10 Apr 2018
Adaptive Quantile Sparse Image (AQuaSI) Prior for Inverse Imaging Problems Franziska Schirrmacher Thomas Köhler Christian Riess 14 5 0 06 Apr 2018
Hallucinated-IQA: No-Reference Image Quality Assessment via Adversarial Learning Kwan-Yee Lin Guanxiang Wang OOD 11 224 0 05 Apr 2018
Deep Image Demosaicking using a Cascade of Convolutional Residual Denoising Networks Filippos Kokkinos Stamatios Lefkimmiatis SupR 13 126 0 14 Mar 2018
Learning a Discriminative Prior for Blind Image Deblurring Lerenhan Li Jin-shan Pan Wei-Sheng Lai Changxin Gao Nong Sang Ming-Hsuan Yang 6 142 0 09 Mar 2018
Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising Cristóvão Cruz A. Foi V. Katkovnik K. Egiazarian 8 100 0 06 Mar 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 8 122 0 04 Mar 2018
Solving Inverse Computational Imaging Problems using Deep Pixel-level Prior Akshat Dave Anil Kumar Vadathya R. Subramanyam R. Baburajan Kaushik Mitra 14 22 0 27 Feb 2018
Residual Dense Network for Image Super-Resolution Yulun Zhang Yapeng Tian Yu Kong Bineng Zhong Y. Fu SupR 12 3,284 0 24 Feb 2018
Convolutional Analysis Operator Learning: Acceleration and Convergence Il Yong Chun Jeffrey A. Fessler 30 46 0 15 Feb 2018
Denoising Prior Driven Deep Neural Network for Image Restoration W. Dong Peiyao Wang W. Yin Guangming Shi Fangfang Wu Xiaotong Lu SupR 28 417 0 21 Jan 2018
DeepISP: Towards Learning an End-to-End Image Processing Pipeline Eli Schwartz Raja Giryes A. Bronstein VLM 19 225 0 20 Jan 2018
Deep Chain HDRI: Reconstructing a High Dynamic Range Image from a Single Low Dynamic Range Image Siyeong Lee Gwon Hwan An Suk-ju Kang 3DV 17 105 0 19 Jan 2018
Deep Blind Image Inpainting Yang Liu Jin-shan Pan Zhixun Su 13 37 0 25 Dec 2017
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations K. Zhang W. Zuo Lei Zhang SupR 44 902 0 17 Dec 2017
Deep Burst Denoising Clément Godard Kevin Blackburn-Matzen M. Uyttendaele 16 123 0 15 Dec 2017
Chaining Identity Mapping Modules for Image Denoising Saeed Anwar C. P. Huynh Fatih Porikli 14 11 0 08 Dec 2017
MoDL: Model Based Deep Learning Architecture for Inverse Problems H. Aggarwal M. Mani M. Jacob 15 997 0 07 Dec 2017
Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction C. Qin Jo Schlemper Jose Caballero Anthony N. Price Joseph V. Hajnal Daniel Rueckert MedIm 21 497 0 05 Dec 2017
DR-Net: Transmission Steered Single Image Dehazing Network with Weakly Supervised Refinement Chongyi Li Jichang Guo Fatih Porikli Chunle Guo H. Fu Xi Li 3DV DiffM 33 8 0 02 Dec 2017
Universal Denoising Networks : A Novel CNN Architecture for Image Denoising Stamatios Lefkimmiatis OOD SupR 24 12 0 21 Nov 2017
Optimal Combination of Image Denoisers J. H. Choi Omar A. Elgendy Stanley H. Chan 11 2 0 17 Nov 2017
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration I. Kligvasser Tamar Rott Shaham T. Michaeli 13 57 0 17 Nov 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising K. Zhang W. Zuo Lei Zhang 31 2,093 0 11 Oct 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 13 586 0 11 Oct 2017
Deep Mean-Shift Priors for Image Restoration Siavash Bigdeli Meiguang Jin Paolo Favaro Matthias Zwicker 10 136 0 12 Sep 2017
A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization Zhiyuan Zha Xin Yuan B. Wen Jiantao Zhou Jiachao Zhang Ce Zhu 36 90 0 12 Sep 2017
Dilated Deep Residual Network for Image Denoising Tianyang Wang Mingxuan Sun Kaoning Hu MedIm 6 83 0 18 Aug 2017
ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing Jian Andrew Zhang Bernard Ghanem 8 37 0 24 Jun 2017
When Image Denoising Meets High-Level Vision Tasks: A Deep Learning Approach Ding Liu B. Wen Xianming Liu Zhangyang Wang Thomas S. Huang VLM 12 215 0 14 Jun 2017
Image Restoration using Autoencoding Priors Siavash Bigdeli Matthias Zwicker DiffM 22 64 0 29 Mar 2017
MatConvNet - Convolutional Neural Networks for MATLAB Andrea Vedaldi Karel Lenc 183 2,947 0 15 Dec 2014