Residential College | false |
Status | 已發表Published |
NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results | |
Li, Yawei1; Zhang, Kai1; Timofte, Radu1; Van Gool, Luc1; Kong, Fangyuan1,2; Li, Mingxi1; Liu, Songwei1; Du, Zongcai3; Liu, Ding3; Zhou, Chenhui4; Chen, Jingyi4; Han, Qingrui4; Li, Zheyuan5; Liu, Yingqi5; Chen, Xiangyu5; Cai, Haoming5; Qiao, Yu5; Dong, Chao5; Sun, Long6; Pan, Jinshan6; Zhu, Yi6; Zong, Zhikai7; Liu, Xiaoxiao7; Hui, Zheng8; Yang, Tao8; Ren, Peiran8; Xie, Xuansong8; Hua, Xian Sheng8; Wang, Yanbo9; Ji, Xiaozhong9; Lin, Chuming9; Luo, Donghao10; Tai, Ying11; Wang, Chengjie11; Zhang, Zhizhong12; Xie, Yuan12; Cheng, Shen12; Luo, Ziwei13; Yu, Lei13; Wen, Zhihong14; Wul, Qi15; Li, Youwei15; Fan, Haoqiang16; Sun, Jian17; Liu, Shuaicheng17; Huang, Yuanfei17; Jin, Meiguang18; Huang, Hua18; Liu, Jing18; Zhang, Xinjian19; Wang, Yan19; Long, Lingshun20; Kong, Lingshun20; Li, Gen21; Zhang, Yuanfan10; Cao, Zuowei10; Sun, Lei22; Alexander, Panaetov23; Wang, Yucong24; Zhang, Shuhao25; Zhang, Yuhao26; Cai, Minjie27; Wang, Li28; Tian, Lu29; Wang, Zheyuan30; Ma, Hongbing31; Liu, Jie32; Chen, Chao32; Cai, Yidong33; Tang, Jie33; Wu, Gangshan34; Wang, Weiran35; Huang, Shirui36; Lu, Honglei37; Liu, Huan38; Wang, Keyan39; Chen, Jun40; Chen, Shi41; Miao, Yuchun42; Huang, Zimo42; Zhang, Lefei42; Ayazoglu, Mustafa43; Xiong, Wei44; Xiong, Chengyi44; Wang, Fei44; Li, Hao45; Wen, Ruimian45; Yang, Zhijing45; Zou, Wenbin46; Zheng, Weixin46; Ye, Tian46; Zhang, Yuncheng46; Kong, Xiangzhen46; Arora, Aditya47; Zamir, Syed Waqas47; Khan, Salman47; Hayat, Munawar47; Khan, Fahad Shahbaz47; Gao, Dandan48; Zhou, Dengwen48; Ning, Qian49; Tang, Jingzhu49; Huang, Han49; Wang, Yufei49; Peng, Zhangheng49; Li, Haobo50; Guan, Wenxue50; Gong, Shenghua50; Li, Xin50; Liu, Jun50; Wang, Wanjun51; Zhou, Dengwen51; Zeng, Kun52; Lin, Hanjiang52; Chen, Xinyu52; Fang, Jinsheng52; Sinha, Abhishek Kumar53; Moorthi, S. Manthira53; Dhar, Debajyoti53; Yang, Hao Hsiang54; Huang, Zhi Kai54; Chen, Wei Ting55; Chang, Hua En55; Kuo, Sy Yen55; Tan, Wei55; Chen, Hao56; Narang, Pratik57; Yinghua, Liu58; Tianlin, Zhang59; Xiaoming, Zhang59; Meng, Dingxuan60; Tian, Chunwei60; Morshed, Mashrur M.61; Ahsan, Ahmad Omar61 | |
2022 | |
Conference Name | 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) |
Source Publication | IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops |
Volume | 2022-June |
Pages | 1061-1101 |
Conference Date | JUN 18-24, 2022 |
Conference Place | New Orleans, LA |
Abstract | This paper reviews the NTIRE 2022 challenge on efficient single image super-resolution with focus on the proposed solutions and results. The task of the challenge was to super-resolve an input image with a magnification factor of ×4 based on pairs of low and corresponding high resolution images. The aim was to design a network for single image super-resolution that achieved improvement of efficiency measured according to several metrics including runtime, parameters, FLOPs, activations, and memory consumption while at least maintaining the PSNR of 29.00dB on DIV2K validation set. IMDN is set as the baseline for efficiency measurement. The challenge had 3 tracks including the main track (runtime), sub-track one (model complexity), and sub-track two (overall performance). In the main track, the practical runtime performance of the submissions was evaluated. The rank of the teams were determined directly by the absolute value of the average runtime on the validation set and test set. In sub-track one, the number of parameters and FLOPs were considered. And the individual rankings of the two metrics were summed up to determine a final ranking in this track. In sub-track two, all of the five metrics mentioned in the description of the challenge including runtime, parameter count, FLOPs, activations, and memory consumption were considered. Similar to sub-track one, the rankings of five metrics were summed up to determine a final ranking. The challenge had 303 registered participants, and 43 teams made valid submissions. They gauge the state-of-the-art in efficient single image super-resolution. |
Keyword | Measurement Runtime Convolution Conferences Superresolution Memory Management Graphics Processing Units |
DOI | 10.1109/CVPRW56347.2022.00118 |
URL | View the original |
Indexed By | CPCI-S |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS ID | WOS:000861612701013 |
Scopus ID | 2-s2.0-85129009024 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | University of Macau |
Corresponding Author | Li, Yawei |
Affiliation | 1.Eth, Computer Vision Lab, Zurich, Switzerland 2.University of Wurzburg, Germany 3.ByteDance, Shenzhen, China 4.State Key Laboratory for Novel Software Technology, Nanjing University, China 5.ByteDance Inc., 6.NetEase, Inc., 7.Shenzhen Institutes of Advanced Technology, Cas, China 8.University of Macau, Macao 9.Shanghai Ai Lab, Shanghai, China 10.Nanjing University of Science and Technology, China 11.Amazon Web Services, 12.Qingdao Hi-image Technologies Co.,Ltd (Hisense Visual Technology Co.,Ltd.), China 13.Alibaba Damo Academy, Efc, Zhejiang, Yuhang District, Hangzhou, China 14.East China Normal University, China 15.Youtu Lab, Tencent, 16.Megvii Technology, China 17.University of Electronic Science and Technology of China, China 18.School of Artificial Intelligence, Beijing Normal University, China 19.Alibaba Group, 20.Bilibili Ai, 21.Nankai-Baidu Joint Lab, Nankai University, Tianjin, China 22.Platform Technologies, Tencent Online Video, 23.Higher School of Economics (@Edu.hse.ru), Huawei Moscow Research Center (@Huawei.com), Russian Federation 24.Hunan University, China 25.Xidian University, China 26.Xilinx Technology Beijing Limited, China 27.College of Information Science and Engineering, Xinjiang University, Urumqi, China 28.Department of Electronic Engineering, Tsinghua University, Beijing, China 29.Nanjing University, China 30.Xidian University, McMaster University, Canada 31.School of Telecommunication Engineering, Xidian University, Xi'an, China 32.McMaster University, Canada 33.School of Computer Science, Wuhan University, Wuhan, China 34.School of Mathematical Science, University of Electronic Science and Technology of China, Chengdu, China 35.School of Computer Science, The University of Sydney, Sydney, Australia 36.Aselsan Research, Ankara, Turkey 37.School of Electronic and Information Engineering, South-Central University for Nationalities, Wuhan, China 38.Guangdong University of Technology, China 39.Fujian Normal University, Fuzhou University, Jimei University, China Design Group, China 40.Inception Institute of Artificial Intelligence (IIAI), Abu Dhabi, United Arab Emirates 41.Monash University, Melbourne, Australia 42.Mohamed Bin Zayed University of Ai, United Arab Emirates 43.North China Electric Power University, Beijing, Changping District, China 44.The School of Artificial Intelligence of Xidian University, China 45.College of Computer Science and Technology, Jilin University, China 46.School of Electronic and Information Engineering, Beihang University, China 47.School of Control and Computer Engineering, North China Electric Power University, Beijing, China 48.Minnan Normal University, Fujian, Zhangzhou, China 49.Minjiang University, Fujian, Fuzhou, China 50.Space Applications Centre, Ahmedabad, India 51.Department of Electrical Engineering, National Taiwan University, Taiwan 52.Graduate Institute of Electronics Engineering, National Taiwan University, Taiwan 53.Damo Academy, Alibaba Group, 54.Zte, Nanjing, China 55.Bits Pilani, Pilani, Rajasthan, India 56.Kwikpic Tech. Services, Kolkata, India 57.Computer Vision Institute, Shenzhen University, Shenzhen, China 58.Cas Key Laboratory of Electronic and Information Technology for Complex Aerospace Systems, National Space Science Center, Chinese Academy of Science (CAS), China 59.Institue of Artificial Intelligence, Southwest Jiaotong University, China 60.Northwestern Polytechnical University, China 61.Islamic University of Technology, Dhaka, Bangladesh |
Recommended Citation GB/T 7714 | Li, Yawei,Zhang, Kai,Timofte, Radu,et al. NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results[C], 2022, 1061-1101. |
APA | Li, Yawei., Zhang, Kai., Timofte, Radu., Van Gool, Luc., Kong, Fangyuan., Li, Mingxi., Liu, Songwei., Du, Zongcai., Liu, Ding., Zhou, Chenhui., Chen, Jingyi., Han, Qingrui., Li, Zheyuan., Liu, Yingqi., Chen, Xiangyu., Cai, Haoming., Qiao, Yu., Dong, Chao., Sun, Long., ...& Ahsan, Ahmad Omar (2022). NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results. IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2022-June, 1061-1101. |
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