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Deep Learning on Image Denoising: An overview

Deep Learning on Image Denoising: An overview

31 December 2019
Chunwei Tian
Lunke Fei
Wenxian Zheng
Yong-mei Xu
W. Zuo
Chia-Wen Lin
ArXivPDFHTML

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

50 / 104 papers shown
Title
Semantic-Space-Intervened Diffusive Alignment for Visual Classification
Semantic-Space-Intervened Diffusive Alignment for Visual Classification
Zixuan Li
Lei Meng
Guoqing Chao
Wei Wu
Xiaoshuo Yan
Yimeng Yang
Zhuang Qi
Xiangxu Meng
DiffM
96
0
0
09 May 2025
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising
Yansen Wang
Hongyuan Wang
Lizhi Wang
Xinyu Wang
Lin Zhu
Wanxuan Lu
Hua Huang
123
1
0
21 Dec 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory
Human-inspired Perspectives: A Survey on AI Long-term Memory
Zihong He
Weizhe Lin
Hao Zheng
Fan Zhang
Matt Jones
Laurence Aitchison
X. Xu
Miao Liu
Per Ola Kristensson
Junxiao Shen
177
3
0
01 Nov 2024
Uncertainty-Guided Appearance-Motion Association Network for Out-of-Distribution Action Detection
Uncertainty-Guided Appearance-Motion Association Network for Out-of-Distribution Action Detection
Xiang Fang
Arvind Easwaran
B. Genest
61
4
0
16 Sep 2024
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models
Mohammad Shahab Sepehri
Zalan Fabian
Mahdi Soltanolkotabi
72
5
0
26 Mar 2024
Nonlinear functional regression by functional deep neural network with kernel embedding
Nonlinear functional regression by functional deep neural network with kernel embedding
Zhongjie Shi
Jun Fan
Linhao Song
Ding-Xuan Zhou
Johan A. K. Suykens
457
5
0
05 Jan 2024
Lightweight image super-resolution with enhanced CNN
Lightweight image super-resolution with enhanced CNN
Chunwei Tian
Ruibin Zhuge
Zhihao Wu
Yong-mei Xu
W. Zuo
Chong Chen
Chia-Wen Lin
SupR
44
141
0
08 Jul 2020
Designing and Training of A Dual CNN for Image Denoising
Designing and Training of A Dual CNN for Image Denoising
Chunwei Tian
Yong-mei Xu
W. Zuo
Bo Du
Chia-Wen Lin
David C. Zhang
46
153
0
08 Jul 2020
Self-supervised Dynamic CT Perfusion Image Denoising with Deep Neural
  Networks
Self-supervised Dynamic CT Perfusion Image Denoising with Deep Neural Networks
Dufan Wu
Hui Ren
Quanzheng Li
OOD
MedIm
39
41
0
19 May 2020
Noise2Inverse: Self-supervised deep convolutional denoising for
  tomography
Noise2Inverse: Self-supervised deep convolutional denoising for tomography
A. Hendriksen
D. Pelt
K. Batenburg
SupR
32
14
0
31 Jan 2020
First image then video: A two-stage network for spatiotemporal video
  denoising
First image then video: A two-stage network for spatiotemporal video denoising
Ce Wang
S. Kevin Zhou
Zhi-Qi Cheng
VGen
44
10
0
02 Jan 2020
Interactive Multi-Dimension Modulation with Dynamic Controllable
  Residual Learning for Image Restoration
Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image Restoration
Jingwen He
Chao Dong
Yu Qiao
45
7
0
11 Dec 2019
Blind Denoising Autoencoder
Blind Denoising Autoencoder
A. Majumdar
26
92
0
11 Dec 2019
Basis Prediction Networks for Effective Burst Denoising with Large
  Kernels
Basis Prediction Networks for Effective Burst Denoising with Large Kernels
Zhihao Xia
Federico Perazzi
Michael Gharbi
Kalyan Sunkavalli
Ayan Chakrabarti
AI4TS
65
69
0
09 Dec 2019
Attention Mechanism Enhanced Kernel Prediction Networks for Denoising of
  Burst Images
Attention Mechanism Enhanced Kernel Prediction Networks for Denoising of Burst Images
Bin Zhang
Shenyao Jin
Yili Xia
Yongming Huang
Zixiang Xiong
105
9
0
18 Oct 2019
Variational Denoising Network: Toward Blind Noise Modeling and Removal
Variational Denoising Network: Toward Blind Noise Modeling and Removal
Zongsheng Yue
Hongwei Yong
Qian Zhao
Lei Zhang
Deyu Meng
BDL
57
304
0
29 Aug 2019
Unsupervised Image Noise Modeling with Self-Consistent GAN
Unsupervised Image Noise Modeling with Self-Consistent GAN
Hanshu Yan
Xuan Chen
Vincent Y. F. Tan
Wenhan Yang
Joe Wu
Jiashi Feng
59
18
0
13 Jun 2019
DVDnet: A Fast Network for Deep Video Denoising
DVDnet: A Fast Network for Deep Video Denoising
Matias Tassano
J. Delon
T. Veit
48
135
0
04 Jun 2019
Generating Training Data for Denoising Real RGB Images via Camera
  Pipeline Simulation
Generating Training Data for Denoising Real RGB Images via Camera Pipeline Simulation
Ronnachai Jaroensri
Camille Biscarrat
M. Aittala
F. Durand
35
29
0
18 Apr 2019
End-to-End Denoising of Dark Burst Images Using Recurrent Fully
  Convolutional Networks
End-to-End Denoising of Dark Burst Images Using Recurrent Fully Convolutional Networks
Di Zhao
Lan Ma
Songnan Li
Dahai Yu
26
17
0
16 Apr 2019
Real Image Denoising with Feature Attention
Real Image Denoising with Feature Attention
Saeed Anwar
Nick Barnes
63
506
0
16 Apr 2019
Learning Deformable Kernels for Image and Video Denoising
Learning Deformable Kernels for Image and Video Denoising
Xiangyu Xu
Muchen Li
Wenxiu Sun
48
46
0
15 Apr 2019
Fast Spatio-Temporal Residual Network for Video Super-Resolution
Fast Spatio-Temporal Residual Network for Video Super-Resolution
Sheng Li
Fengxiang He
Bo Du
Lefei Zhang
Yonghao Xu
Dacheng Tao
SupR
60
133
0
05 Apr 2019
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels
Kai Zhang
W. Zuo
Lei Zhang
SupR
38
362
0
29 Mar 2019
Dual Residual Networks Leveraging the Potential of Paired Operations for
  Image Restoration
Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration
Xing Liu
Masanori Suganuma
Zhun Sun
Takayuki Okatani
65
205
0
21 Mar 2019
Proximal Splitting Networks for Image Restoration
Proximal Splitting Networks for Image Restoration
Raied Aljadaany
Dipan K. Pal
Marios Savvides
SupR
34
8
0
17 Mar 2019
More Bang for Your Buck: Improved use of GPU Nodes for GROMACS 2018
More Bang for Your Buck: Improved use of GPU Nodes for GROMACS 2018
Carsten Kutzner
Szilárd Páll
M. Fechner
A. Esztermann
B. L. de Groot
H. Grubmuller
39
314
0
14 Mar 2019
Multi-Kernel Prediction Networks for Denoising of Burst Images
Multi-Kernel Prediction Networks for Denoising of Burst Images
Talmaj Marinc
Vignesh Srinivasan
Serhan Gül
C. Hellge
Wojciech Samek
90
27
0
05 Feb 2019
Progressive Image Deraining Networks: A Better and Simpler Baseline
Progressive Image Deraining Networks: A Better and Simpler Baseline
Dongwei Ren
W. Zuo
Q. Hu
Peng Fei Zhu
Deyu Meng
116
786
0
26 Jan 2019
Non-Local Video Denoising by CNN
Non-Local Video Denoising by CNN
Axel Davy
T. Ehret
Jean-Michel Morel
Pablo Arias
Gabriele Facciolo
45
38
0
30 Nov 2018
Unprocessing Images for Learned Raw Denoising
Unprocessing Images for Learned Raw Denoising
Tim Brooks
B. Mildenhall
Tianfan Xue
Jiawen Chen
Dillon Sharlet
Jonathan T. Barron
73
440
0
27 Nov 2018
Three-dimensional Optical Coherence Tomography Image Denoising through
  Multi-input Fully-Convolutional Networks
Three-dimensional Optical Coherence Tomography Image Denoising through Multi-input Fully-Convolutional Networks
Ashkan Abbasi
A. Monadjemi
Leyuan Fang
H. Rabbani
Yi Zhang
SupR
56
20
0
22 Nov 2018
Enhanced CNN for image denoising
Enhanced CNN for image denoising
Chunwei Tian
Yong-mei Xu
Lunke Fei
Junqian Wang
Haizhang Zou
Nan Luo
51
148
0
28 Oct 2018
Deep Learning for Image Denoising: A Survey
Deep Learning for Image Denoising: A Survey
Chunwei Tian
Yong-mei Xu
Lunke Fei
Ke Yan
50
93
0
11 Oct 2018
Image Denoising and Super-Resolution using Residual Learning of Deep
  Convolutional Network
Image Denoising and Super-Resolution using Residual Learning of Deep Convolutional Network
Rohit Pardasani
Utkarsh Shreemali
SupR
39
3
0
21 Sep 2018
Non-blind Image Restoration Based on Convolutional Neural Network
Non-blind Image Restoration Based on Convolutional Neural Network
Kazutaka Uchida
Masayuki Tanaka
Masatoshi Okutomi
40
16
0
11 Sep 2018
Unsupervised Image Super-Resolution using Cycle-in-Cycle Generative
  Adversarial Networks
Unsupervised Image Super-Resolution using Cycle-in-Cycle Generative Adversarial Networks
Yuan. Yuan
Siyuan Liu
Jiawei Zhang
Yongbing Zhang
Chao Dong
Liang Lin
SupR
83
438
0
03 Sep 2018
Class-Aware Fully-Convolutional Gaussian and Poisson Denoising
Class-Aware Fully-Convolutional Gaussian and Poisson Denoising
Tal Remez
Or Litany
Raja Giryes
A. Bronstein
BDL
45
72
0
20 Aug 2018
Denoising of 3-D Magnetic Resonance Images Using a Residual
  Encoder-Decoder Wasserstein Generative Adversarial Network
Denoising of 3-D Magnetic Resonance Images Using a Residual Encoder-Decoder Wasserstein Generative Adversarial Network
Maosong Ran
Jinrong Hu
Yang Chen
Hu Chen
Huaiqiang Sun
Jiliu Zhou
Yi Zhang
MedIm
44
92
0
12 Aug 2018
Joint Representation and Truncated Inference Learning for Correlation
  Filter based Tracking
Joint Representation and Truncated Inference Learning for Correlation Filter based Tracking
Yingjie Yao
Xiaohe Wu
Lei Zhang
Shiguang Shan
W. Zuo
73
49
0
29 Jul 2018
Iterative Joint Image Demosaicking and Denoising using a Residual
  Denoising Network
Iterative Joint Image Demosaicking and Denoising using a Residual Denoising Network
Filippos Kokkinos
Stamatios Lefkimmiatis
41
103
0
16 Jul 2018
Toward Convolutional Blind Denoising of Real Photographs
Toward Convolutional Blind Denoising of Real Photographs
Shi Guo
Zifei Yan
Peng Sun
W. Zuo
Lei Zhang
86
911
0
12 Jul 2018
A Trilateral Weighted Sparse Coding Scheme for Real-World Image
  Denoising
A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising
Jun Xu
Lei Zhang
David C. Zhang
56
249
0
11 Jul 2018
From Rank Estimation to Rank Approximation: Rank Residual Constraint for
  Image Restoration
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Restoration
Zhiyuan Zha
Xin Yuan
Bihan Wen
Jiantao Zhou
Jiachao Zhang
Ce Zhu
40
86
0
06 Jul 2018
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual
  Convolutional Neural Network
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network
Qiangqiang Yuan
Qiang Zhang
Jie Li
Huanfeng Shen
Liangpei Zhang
94
380
0
01 Jun 2018
Light Field Denoising via Anisotropic Parallax Analysis in a CNN
  Framework
Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework
Jie Chen
Junhui Hou
Lap-Pui Chau
34
47
0
31 May 2018
Rate-Optimal Denoising with Deep Neural Networks
Rate-Optimal Denoising with Deep Neural Networks
Reinhard Heckel
Wen Huang
Paul Hand
V. Voroninski
50
23
0
22 May 2018
Multi-level Wavelet-CNN for Image Restoration
Multi-level Wavelet-CNN for Image Restoration
Pengju Liu
Hongzhi Zhang
Peng Sun
Liang Lin
W. Zuo
SupR
61
648
0
18 May 2018
Learning Warped Guidance for Blind Face Restoration
Learning Warped Guidance for Blind Face Restoration
Xiaoming Li
Ming-Yu Liu
Yuting Ye
W. Zuo
Liang Lin
Ruigang Yang
CVBM
3DH
52
142
0
13 Apr 2018
Simultaneous Fidelity and Regularization Learning for Image Restoration
Simultaneous Fidelity and Regularization Learning for Image Restoration
Dongwei Ren
W. Zuo
David C. Zhang
Lei Zhang
Ming-Hsuan Yang
47
76
0
12 Apr 2018
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