Deep Learning on Image Denoising: An overview

31 December 2019

Papers citing "Deep Learning on Image Denoising: An overview"

50 / 104 papers shown

Title
Learning Deep Gradient Descent Optimization for Image Deconvolution Dong Gong Zhen Zhang Javen Qinfeng Shi Anton van den Hengel Chunhua Shen Yanning Zhang 79 83 0 10 Apr 2018
Real-world Noisy Image Denoising: A New Benchmark Jun Xu Hui Li Zhetong Liang David C. Zhang Lei Zhang 57 205 0 07 Apr 2018
Multi-scale Location-aware Kernel Representation for Object Detection Hao Wang Qilong Wang Mingqi Gao P. Li W. Zuo ObjD 57 66 0 02 Apr 2018
Correction by Projection: Denoising Images with Generative Adversarial Networks Subarna Tripathi Zachary Chase Lipton Truong Thao Nguyen 54 53 0 12 Mar 2018
Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising Cristóvão Cruz A. Foi V. Katkovnik K. Egiazarian 49 101 0 06 Mar 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 63 124 0 04 Mar 2018
Recovering Loss to Followup Information Using Denoising Autoencoders Lovedeep Gondara Ke Wang 46 19 0 12 Feb 2018
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 36 191 0 23 Dec 2017
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Peng Sun W. Zuo Lei Zhang SupR 89 911 0 17 Dec 2017
Deep Burst Denoising Clément Godard Kevin Blackburn-Matzen M. Uyttendaele 45 126 0 15 Dec 2017
Chaining Identity Mapping Modules for Image Denoising Saeed Anwar C. P. Huynh Fatih Porikli 48 11 0 08 Dec 2017
Burst Denoising with Kernel Prediction Networks B. Mildenhall Jonathan T. Barron Jiawen Chen Dillon Sharlet Ren Ng Robert E. Carroll 97 395 0 06 Dec 2017
Hierarchical Spatial-aware Siamese Network for Thermal Infrared Object Tracking Xin Li Qiao Liu Nana Fan Zhenyu He Hongzhi Wang ViT 35 118 0 27 Nov 2017
VGGFace2: A dataset for recognising faces across pose and age Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi Andrew Zisserman CVBM 95 2,630 0 23 Oct 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 125 2,123 0 11 Oct 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 61 593 0 11 Oct 2017
Deep Mean-Shift Priors for Image Restoration Siavash Bigdeli Meiguang Jin Paolo Favaro Matthias Zwicker 37 136 0 12 Sep 2017
Framing U-Net via Deep Convolutional Framelets: Application to Sparse-view CT Yoseob Han J. C. Ye 62 519 0 28 Aug 2017
Dilated Deep Residual Network for Image Denoising Tianyang Wang Mingxuan Sun Kaoning Hu MedIm 30 83 0 18 Aug 2017
An ELU Network with Total Variation for Image Denoising Tianyang Wang Zhengrui Qin M. Zhu 41 23 0 14 Aug 2017
MemNet: A Persistent Memory Network for Image Restoration Ying Tai Jian Yang Xiaoming Liu Chunyan Xu SupR 108 1,542 0 07 Aug 2017
Wide Inference Network for Image Denoising via Learning Pixel-distribution Prior Peng Liu R. Fang 38 37 0 17 Jul 2017
Benchmarking Denoising Algorithms with Real Photographs Tobias Plötz Stefan Roth 61 588 0 05 Jul 2017
When Image Denoising Meets High-Level Vision Tasks: A Deep Learning Approach Ding Liu Bihan Wen Xianming Liu Zhangyang Wang Thomas S. Huang VLM 45 215 0 14 Jun 2017
Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments Zixing Zhang Jürgen T. Geiger Jouni Pohjalainen A. Mousa Wenyu Jin Björn Schuller 39 307 0 30 May 2017
CNN-Based Joint Clustering and Representation Learning with Feature Drift Compensation for Large-Scale Image Data Chih-Chung Hsu Chia-Wen Lin SSL 83 128 0 19 May 2017
External Prior Guided Internal Prior Learning for Real-World Noisy Image Denoising Jun Xu Lei Zhang David C. Zhang DiffM 67 127 0 12 May 2017
Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems Tim Meinhardt Michael Möller C. Hazirbas Daniel Cremers 63 356 0 11 Apr 2017
Learning Deep CNN Denoiser Prior for Image Restoration Peng Sun W. Zuo Shuhang Gu Lei Zhang SupR 141 1,844 0 11 Apr 2017
Block-Matching Convolutional Neural Network for Image Denoising Byeongyong Ahn N. Cho SupR 57 45 0 03 Apr 2017
Unsupervised Holistic Image Generation from Key Local Patches Donghoon Lee Sangdoo Yun Sungjoon Choi Hwiyeon Yoo Ming-Hsuan Yang Songhwai Oh GAN 48 11 0 31 Mar 2017
Image Restoration using Autoencoding Priors Siavash Bigdeli Matthias Zwicker DiffM 44 64 0 29 Mar 2017
Opening the Black Box of Deep Neural Networks via Information Ravid Shwartz-Ziv Naftali Tishby AI4CE 98 1,409 0 02 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 648 10,779 0 19 Feb 2017
Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models Sergey Ioffe BDL 61 540 0 10 Feb 2017
Non-Local Color Image Denoising with Convolutional Neural Networks Stamatios Lefkimmiatis SupR 46 336 0 21 Nov 2016
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Woong Bae J. Yoo J. C. Ye SupR 79 179 0 19 Nov 2016
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 68 2,118 0 11 Nov 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 142 6,989 0 13 Aug 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 431 18,350 0 27 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 268 8,442 0 23 Nov 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 250 14,008 0 19 Nov 2015
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration Yunjin Chen Thomas Pock DiffM 50 1,188 0 12 Aug 2015
When Face Recognition Meets with Deep Learning: an Evaluation of Convolutional Neural Networks for Face Recognition Guosheng Hu Yongxin Yang Dong Yi J. Kittler William Christmas Stan Z. Li Timothy M. Hospedales CVBM 3DV 64 318 0 09 Apr 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,289 0 11 Feb 2015
MatConvNet - Convolutional Neural Networks for MATLAB Andrea Vedaldi Karel Lenc 320 2,945 0 15 Dec 2014
Learning Face Representation from Scratch Dong Yi Zhen Lei Tianran Ouyang Stan Z. Li CVBM 85 2,010 0 28 Nov 2014
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 127 1,846 0 03 Oct 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 457 43,649 0 17 Sep 2014