SamplingAug: On the Importance of Patch Sampling Augmentation for Single Image Super-Resolution

30 November 2021

Papers citing "SamplingAug: On the Importance of Patch Sampling Augmentation for Single Image Super-Resolution"

21 / 21 papers shown

Title
LAPAR: Linearly-Assembled Pixel-Adaptive Regression Network for Single Image Super-Resolution and Beyond Wenbo Li Kun Zhou Lu Qi Nianjuan Jiang Jiangbo Lu Jiaya Jia 45 171 0 21 May 2021
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic Xiangtao Kong Hengyuan Zhao Yu Qiao Chao Dong 111 157 0 06 Mar 2021
Learning to Sample the Most Useful Training Patches from Images Shuyang Sun Liang Chen Greg Slabaugh Philip Torr 52 8 0 24 Nov 2020
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy Jaejun Yoo Namhyuk Ahn Kyung-ah Sohn SupR 39 153 0 01 Apr 2020
Meta-Transfer Learning for Zero-Shot Super-Resolution Jae Woong Soh Sunwoo Cho N. Cho SupR 64 283 0 27 Feb 2020
Fast Adaptation to Super-Resolution Networks via Meta-Learning Seobin Park Jinsu Yoo Donghyeon Cho Jiwon Kim Tae Hyun Kim SupR 58 83 0 09 Jan 2020
Towards Real Scene Super-Resolution with Raw Images Xiangyu Xu Yongrui Ma Wenxiu Sun SupR 62 105 0 29 May 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 592 4,735 0 13 May 2019
SinGAN: Learning a Generative Model from a Single Natural Image Tamar Rott Shaham Tali Dekel T. Michaeli GAN VLM 90 839 0 02 May 2019
Toward Real-World Single Image Super-Resolution: A New Benchmark and A New Model Jianrui Cai Huiyu Zeng Hongwei Yong Zisheng Cao Lei Zhang SupR 67 500 0 01 Apr 2019
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Yulun Zhang Kunpeng Li Kai Li Lichen Wang Bineng Zhong Y. Fu SupR 101 4,295 0 08 Jul 2018
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Zheng Hui Xiumei Wang Xinbo Gao SupR 51 721 0 26 Mar 2018
Residual Dense Network for Image Super-Resolution Yulun Zhang Yapeng Tian Yu Kong Bineng Zhong Y. Fu SupR 133 3,299 0 24 Feb 2018
"Zero-Shot" Super-Resolution using Deep Internal Learning Assaf Shocher Nadav Cohen Michal Irani SupR 79 853 0 17 Dec 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 258 9,687 0 25 Oct 2017
Enhanced Deep Residual Networks for Single Image Super-Resolution Bee Lim Sanghyun Son Heewon Kim Seungjun Nah Kyoung Mu Lee SupR 159 5,871 0 10 Jul 2017
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 236 10,646 0 15 Sep 2016
Accelerating the Super-Resolution Convolutional Neural Network Chao Dong Chen Change Loy Xiaoou Tang SupR 122 2,969 0 01 Aug 2016
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 140 2,413 0 12 Apr 2016
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Jiwon Kim Jung Kwon Lee Kyoung Mu Lee SupR 102 6,164 0 14 Nov 2015
Fast R-CNN Ross B. Girshick ObjD 284 24,976 0 30 Apr 2015