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Deep Learning for Image Super-resolution: A Survey
v1v2 (latest)

Deep Learning for Image Super-resolution: A Survey

16 February 2019
Zhihao Wang
Jian Chen
Guosheng Lin
    SupR
ArXiv (abs)PDFHTML

Papers citing "Deep Learning for Image Super-resolution: A Survey"

50 / 118 papers shown
Title
Learning a Single Convolutional Super-Resolution Network for Multiple
  Degradations
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations
Peng Sun
W. Zuo
Lei Zhang
SupR
108
912
0
17 Dec 2017
"Zero-Shot" Super-Resolution using Deep Internal Learning
"Zero-Shot" Super-Resolution using Deep Internal Learning
Assaf Shocher
Nadav Cohen
Michal Irani
SupR
86
856
0
17 Dec 2017
Super-FAN: Integrated facial landmark localization and super-resolution
  of real-world low resolution faces in arbitrary poses with GANs
Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs
Adrian Bulat
Georgios Tzimiropoulos
SupR
71
306
0
07 Dec 2017
Deep Image Prior
Deep Image Prior
Dmitry Ulyanov
Andrea Vedaldi
Victor Lempitsky
SupR
125
3,166
0
29 Nov 2017
FSRNet: End-to-End Learning Face Super-Resolution with Facial Priors
FSRNet: End-to-End Learning Face Super-Resolution with Facial Priors
Yu Chen
Ying Tai
Xiaoming Liu
Chunhua Shen
Jian Yang
SupR
84
485
0
29 Nov 2017
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and
  Human Pose Estimation from a Single Depth Map
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth Map
Gyeongsik Moon
Ju Yong Chang
Kyoung Mu Lee
3DH
92
414
0
20 Nov 2017
xUnit: Learning a Spatial Activation Function for Efficient Image
  Restoration
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration
I. Kligvasser
Tamar Rott Shaham
T. Michaeli
57
58
0
17 Nov 2017
The Perception-Distortion Tradeoff
The Perception-Distortion Tradeoff
Yochai Blau
T. Michaeli
SupR
126
816
0
16 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and
  Variation
Progressive Growing of GANs for Improved Quality, Stability, and Variation
Tero Karras
Timo Aila
S. Laine
J. Lehtinen
GAN
164
7,376
0
27 Oct 2017
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid
  Networks
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks
Wei-Sheng Lai
Jia-Bin Huang
Narendra Ahuja
Ming-Hsuan Yang
SupR
75
770
0
04 Oct 2017
NIMA: Neural Image Assessment
NIMA: Neural Image Assessment
Hossein Talebi
P. Milanfar
3DH
77
905
0
15 Sep 2017
Squeeze-and-Excitation Networks
Squeeze-and-Excitation Networks
Jie Hu
Li Shen
Samuel Albanie
Gang Sun
Enhua Wu
427
26,557
0
05 Sep 2017
Attention-Aware Face Hallucination via Deep Reinforcement Learning
Attention-Aware Face Hallucination via Deep Reinforcement Learning
Qingxing Cao
Liang Lin
Yukai Shi
Xiaodan Liang
Guanbin Li
SupR
55
195
0
10 Aug 2017
MemNet: A Persistent Memory Network for Image Restoration
MemNet: A Persistent Memory Network for Image Restoration
Ying Tai
Jian Yang
Xiaoming Liu
Chunyan Xu
SupR
111
1,543
0
07 Aug 2017
Learning to Hallucinate Face Images via Component Generation and
  Enhancement
Learning to Hallucinate Face Images via Component Generation and Enhancement
Yibing Song
Jiawei Zhang
Shengfeng He
Linchao Bao
Qingxiong Yang
SupR
67
102
0
01 Aug 2017
Aerial Vehicle Tracking by Adaptive Fusion of Hyperspectral Likelihood
  Maps
Aerial Vehicle Tracking by Adaptive Fusion of Hyperspectral Likelihood Maps
Burak Uzkent
Aneesh Rangnekar
M. J. Hoffman
43
83
0
12 Jul 2017
Enhanced Deep Residual Networks for Single Image Super-Resolution
Enhanced Deep Residual Networks for Single Image Super-Resolution
Bee Lim
Sanghyun Son
Heewon Kim
Seungjun Nah
Kyoung Mu Lee
SupR
182
5,921
0
10 Jul 2017
ShuffleNet: An Extremely Efficient Convolutional Neural Network for
  Mobile Devices
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices
Xiangyu Zhang
Xinyu Zhou
Mengxiao Lin
Jian Sun
AI4TS
147
6,884
0
04 Jul 2017
Perceptual Generative Adversarial Networks for Small Object Detection
Perceptual Generative Adversarial Networks for Small Object Detection
Jianan Li
Xiaodan Liang
Yunchao Wei
Tingfa Xu
Jiashi Feng
Shuicheng Yan
ObjD
71
726
0
16 Jun 2017
Boosting the accuracy of multi-spectral image pan-sharpening by learning
  a deep residual network
Boosting the accuracy of multi-spectral image pan-sharpening by learning a deep residual network
Yancong Wei
Qiangqiang Yuan
Huanfeng Shen
Liangpei Zhang
95
376
0
22 May 2017
Simultaneous Super-Resolution and Cross-Modality Synthesis of 3D Medical
  Images using Weakly-Supervised Joint Convolutional Sparse Coding
Simultaneous Super-Resolution and Cross-Modality Synthesis of 3D Medical Images using Weakly-Supervised Joint Convolutional Sparse Coding
Yawen Huang
Ling Shao
Alejandro F. Frangi
SupRMedIm
54
184
0
07 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision
  Applications
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Andrew G. Howard
Menglong Zhu
Bo Chen
Dmitry Kalenichenko
Weijun Wang
Tobias Weyand
M. Andreetto
Hartwig Adam
3DH
1.2K
20,892
0
17 Apr 2017
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution
Wei-Sheng Lai
Jia-Bin Huang
Narendra Ahuja
Ming-Hsuan Yang
SupR
127
2,445
0
12 Apr 2017
Learning Deep CNN Denoiser Prior for Image Restoration
Learning Deep CNN Denoiser Prior for Image Restoration
Peng Sun
W. Zuo
Shuhang Gu
Lei Zhang
SupR
152
1,847
0
11 Apr 2017
Detail-revealing Deep Video Super-resolution
Detail-revealing Deep Video Super-resolution
Xin Tao
Hongyun Gao
Renjie Liao
Jue Wang
Jiaya Jia
SupR
76
505
0
10 Apr 2017
Improved Training of Wasserstein GANs
Improved Training of Wasserstein GANs
Ishaan Gulrajani
Faruk Ahmed
Martín Arjovsky
Vincent Dumoulin
Aaron Courville
GAN
227
9,560
0
31 Mar 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial
  Networks
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
Jun-Yan Zhu
Taesung Park
Phillip Isola
Alexei A. Efros
GAN
125
5,553
0
30 Mar 2017
Mask R-CNN
Mask R-CNN
Kaiming He
Georgia Gkioxari
Piotr Dollár
Ross B. Girshick
ObjD
360
27,244
0
20 Mar 2017
Convolutional Low-Resolution Fine-Grained Classification
Convolutional Low-Resolution Fine-Grained Classification
Dingding Cai
Ke Chen
Yanlin Qian
Joni-Kristian Kämäräinen
SupR
49
74
0
15 Mar 2017
Pixel Recursive Super Resolution
Pixel Recursive Super Resolution
Ryan Dahl
Mohammad Norouzi
Jonathon Shlens
SupR
121
252
0
02 Feb 2017
EnhanceNet: Single Image Super-Resolution Through Automated Texture
  Synthesis
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis
Mehdi S. M. Sajjadi
Bernhard Schölkopf
M. Hirsch
SupR
73
972
0
23 Dec 2016
Learning a No-Reference Quality Metric for Single-Image Super-Resolution
Learning a No-Reference Quality Metric for Single-Image Super-Resolution
Chao Ma
Chih-Yuan Yang
Xiaokang Yang
Ming-Hsuan Yang
SupR
45
514
0
18 Dec 2016
Pyramid Scene Parsing Network
Pyramid Scene Parsing Network
Hengshuang Zhao
Jianping Shi
Xiaojuan Qi
Xiaogang Wang
Jiaya Jia
VOSSSeg
665
12,033
0
04 Dec 2016
Beyond Deep Residual Learning for Image Restoration: Persistent
  Homology-Guided Manifold Simplification
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification
Woong Bae
J. Yoo
J. C. Ye
SupR
84
181
0
19 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks
Aggregated Residual Transformations for Deep Neural Networks
Saining Xie
Ross B. Girshick
Piotr Dollár
Zhuowen Tu
Kaiming He
522
10,347
0
16 Nov 2016
Real-Time Video Super-Resolution with Spatio-Temporal Networks and
  Motion Compensation
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation
Jose Caballero
C. Ledig
Andrew P. Aitken
Alejandro Acosta
J. Totz
Zehan Wang
Wenzhe Shi
SupR
94
665
0
16 Nov 2016
Least Squares Generative Adversarial Networks
Least Squares Generative Adversarial Networks
Xudong Mao
Qing Li
Haoran Xie
Raymond Y. K. Lau
Zhen Wang
Stephen Paul Smolley
GAN
333
4,577
0
13 Nov 2016
Amortised MAP Inference for Image Super-resolution
Amortised MAP Inference for Image Super-resolution
C. Sønderby
Jose Caballero
Lucas Theis
Wenzhe Shi
Ferenc Huszár
97
435
0
14 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions
Xception: Deep Learning with Depthwise Separable Convolutions
François Chollet
MDEBDLPINN
1.4K
14,608
0
07 Oct 2016
Real-Time Single Image and Video Super-Resolution Using an Efficient
  Sub-Pixel Convolutional Neural Network
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network
Wenzhe Shi
Jose Caballero
Ferenc Huszár
J. Totz
Andrew P. Aitken
Rob Bishop
Daniel Rueckert
Zehan Wang
SupR
335
5,238
0
16 Sep 2016
Photo-Realistic Single Image Super-Resolution Using a Generative
  Adversarial Network
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
C. Ledig
Lucas Theis
Ferenc Huszár
Jose Caballero
Andrew Cunningham
...
Andrew P. Aitken
Alykhan Tejani
J. Totz
Zehan Wang
Wenzhe Shi
GAN
242
10,712
0
15 Sep 2016
Densely Connected Convolutional Networks
Densely Connected Convolutional Networks
Gao Huang
Zhuang Liu
Laurens van der Maaten
Kilian Q. Weinberger
PINN3DV
786
36,881
0
25 Aug 2016
Accelerating the Super-Resolution Convolutional Neural Network
Accelerating the Super-Resolution Convolutional Neural Network
Chao Dong
Chen Change Loy
Xiaoou Tang
SupR
135
2,987
0
01 Aug 2016
ATGV-Net: Accurate Depth Super-Resolution
ATGV-Net: Accurate Depth Super-Resolution
Gernot Riegler
M. Rüther
Horst Bischof
MDESupR
67
151
0
27 Jul 2016
Deep Cascaded Bi-Network for Face Hallucination
Deep Cascaded Bi-Network for Face Hallucination
Shizhan Zhu
Sifei Liu
Chen Change Loy
Xiaoou Tang
SupR
63
229
0
18 Jul 2016
Deep Depth Super-Resolution : Learning Depth Super-Resolution using Deep
  Convolutional Neural Network
Deep Depth Super-Resolution : Learning Depth Super-Resolution using Deep Convolutional Neural Network
Xibin Song
Yuchao Dai
Xueying Qin
SupRMDE
55
87
0
07 Jul 2016
Conditional Image Generation with PixelCNN Decoders
Conditional Image Generation with PixelCNN Decoders
Aaron van den Oord
Nal Kalchbrenner
Oriol Vinyals
L. Espeholt
Alex Graves
Koray Kavukcuoglu
VLM
214
2,517
0
16 Jun 2016
FAST: A Framework to Accelerate Super-Resolution Processing on
  Compressed Videos
FAST: A Framework to Accelerate Super-Resolution Processing on Compressed Videos
Zhengdong Zhang
Vivienne Sze
SupR
36
39
0
29 Mar 2016
Perceptual Losses for Real-Time Style Transfer and Super-Resolution
Perceptual Losses for Real-Time Style Transfer and Super-Resolution
Justin Johnson
Alexandre Alahi
Li Fei-Fei
SupR
248
10,264
0
27 Mar 2016
Generating Images with Perceptual Similarity Metrics based on Deep
  Networks
Generating Images with Perceptual Similarity Metrics based on Deep Networks
Alexey Dosovitskiy
Thomas Brox
DRLGAN
100
1,141
0
08 Feb 2016
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