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The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report
Bin Ren;Yawei Li;Nancy Mehta;Radu Timofte;Hongyuan Yu;Cheng Wan;Yuxin Hong;Bingnan Han;Zhuoyuan Wu;Yajun Zou;Yuqing Liu;Jizhe Li;Keji He;Chao Fan;Heng Zhang;Xiaolin Zhang;Xuanwu Yin;Kunlong Zuo;Bohao Liao;Peizhe Xia;Long Peng;Zhibo Du;Xin Di;Wangkai Li;Yang Wang;Wei Zhai;Renjing Pei;Jiaming Guo;Songcen Xu;Yang Cao;Zhengjun Zha;Yan Wang;Yi Liu;Qing Wang;Gang Zhang;Liou Zhang;Shijie Zhao;Long Sun;Jinshan Pan;Jiangxin Dong;Jinhui Tang;Xin Liu;Min Yan;Qian Wang;Menghan Zhou;Yiqiang Yan;Yixuan Liu;Wensong Chan;Dehua Tang;Dong Zhou;Li Wang;Lu Tian;Barsoum Emad;Bohan Jia;Junbo Qiao;Yunshuai Zhou;Yun Zhang;Wei Li;Shaohui Lin;Shenglong Zhou;Binbin Chen;Jincheng Liao;Suiyi Zhao;Zhao Zhang;Bo Wang;Yan Luo;Yanyan Wei;Feng Li;Mingshen Wang;Yawei Li;Jinhan Guan;Dehua Hu;Jiawei Yu;Qisheng Xu;Tao Sun;Long Lan;Kele Xu;Xin Lin;Jingtong Yue;Lehan Yang;Shiyi Du;Lu Qi;Chao Ren;Zeyu Han;Yuhan Wang;Chaolin Chen;Haobo Li;Mingjun Zheng;Zhongbao Yang;Lianhong Song;Xingzhuo Yan;Minghan Fu;Jingyi Zhang;Baiang Li;Qi Zhu;Xiaogang Xu;Dan Guo;Chunle Guo;Jiadi Chen;Huanhuan Long;Chunjiang Duanmu;Xiaoyan Lei;Jie Liu;Weilin Jia;Weifeng Cao;Wenlong Zhang;Yanyu Mao;Ruilong Guo;Nihao Zhang;Qian Wang;Manoj Pandey;Maksym Chernozhukov;Giang Le;Shuli Cheng;Hongyuan Wang;Ziyan Wei;Qingting Tang;Liejun Wang;Yongming Li;Yanhui Guo;Hao Xu;Akram Khatami-Rizi;Ahmad Mahmoudi-Aznaveh;Chih-Chung Hsu;Chia-Ming Lee;Yi-Shiuan Chou;Amogh Joshi;Nikhil Akalwadi;Sampada Malagi;Palani Yashaswini;Chaitra Desai;Ramesh Ashok Tabib;Ujwala Patil;Uma Mudenagudi
2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Year: 2024 | Conference Paper |
Cited by: Papers (23)
This paper provides a comprehensive review of the NTIRE 2024 challenge, focusing on efficient single-image super-resolution (ESR) solutions and their outcomes. The task of this challenge is to super-resolve an input image with a magnification factor of ×4 based on pairs of low and corresponding high-resolution images. The primary objective is to develop networks that optimize various aspects such ...Show More
The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report
Bin Ren;Yawei Li;Nancy Mehta;Radu Timofte;Hongyuan Yu;Cheng Wan;Yuxin Hong;Bingnan Han;Zhuoyuan Wu;Yajun Zou;Yuqing Liu;Jizhe Li;Keji He;Chao Fan;Heng Zhang;Xiaolin Zhang;Xuanwu Yin;Kunlong Zuo;Bohao Liao;Peizhe Xia;Long Peng;Zhibo Du;Xin Di;Wangkai Li;Yang Wang;Wei Zhai;Renjing Pei;Jiaming Guo;Songcen Xu;Yang Cao;Zhengjun Zha;Yan Wang;Yi Liu;Qing Wang;Gang Zhang;Liou Zhang;Shijie Zhao;Long Sun;Jinshan Pan;Jiangxin Dong;Jinhui Tang;Xin Liu;Min Yan;Qian Wang;Menghan Zhou;Yiqiang Yan;Yixuan Liu;Wensong Chan;Dehua Tang;Dong Zhou;Li Wang;Lu Tian;Barsoum Emad;Bohan Jia;Junbo Qiao;Yunshuai Zhou;Yun Zhang;Wei Li;Shaohui Lin;Shenglong Zhou;Binbin Chen;Jincheng Liao;Suiyi Zhao;Zhao Zhang;Bo Wang;Yan Luo;Yanyan Wei;Feng Li;Mingshen Wang;Yawei Li;Jinhan Guan;Dehua Hu;Jiawei Yu;Qisheng Xu;Tao Sun;Long Lan;Kele Xu;Xin Lin;Jingtong Yue;Lehan Yang;Shiyi Du;Lu Qi;Chao Ren;Zeyu Han;Yuhan Wang;Chaolin Chen;Haobo Li;Mingjun Zheng;Zhongbao Yang;Lianhong Song;Xingzhuo Yan;Minghan Fu;Jingyi Zhang;Baiang Li;Qi Zhu;Xiaogang Xu;Dan Guo;Chunle Guo;Jiadi Chen;Huanhuan Long;Chunjiang Duanmu;Xiaoyan Lei;Jie Liu;Weilin Jia;Weifeng Cao;Wenlong Zhang;Yanyu Mao;Ruilong Guo;Nihao Zhang;Qian Wang;Manoj Pandey;Maksym Chernozhukov;Giang Le;Shuli Cheng;Hongyuan Wang;Ziyan Wei;Qingting Tang;Liejun Wang;Yongming Li;Yanhui Guo;Hao Xu;Akram Khatami-Rizi;Ahmad Mahmoudi-Aznaveh;Chih-Chung Hsu;Chia-Ming Lee;Yi-Shiuan Chou;Amogh Joshi;Nikhil Akalwadi;Sampada Malagi;Palani Yashaswini;Chaitra Desai;Ramesh Ashok Tabib;Ujwala Patil;Uma Mudenagudi
Year: 2024 | Conference Paper |
MIPI 2023 Challenge on RGBW Fusion: Methods and Results
Qianhui Sun;Qingyu Yang;Chongyi Li;Shangchen Zhou;Ruicheng Feng;Yuekun Dai;Wenxiu Sun;Qingpeng Zhu;Chen Change Loy;Jinwei Gu;Hongyuan Yu;Yuqing Liu;Weichen Yu;Lin Ge;Xiaolin Zhang;Qi Jia;Heng Zhang;Xuanwu Yin;Kunlong Zuo;Qi Wu;Wenjie Lin;Ting Jiang;Chengzhi Jiang;Mingyan Han;Xinpeng Li;Jinting Luo;Lei Yu;Haoqiang Fan;Shuaicheng Liu;Kunyu Wang;Chengzhi Cao;Yuanshen Guan;Jiyuan Xia;Ruikang Xu;Mingde Yao;Zhiwei Xiong
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Year: 2023 | Conference Paper |
Cited by: Papers (3)
Developing and integrating advanced image sensors with novel algorithms in camera systems are prevalent with the increasing demand for computational photography and imaging on mobile platforms. However, the lack of high-quality data for research and the rare opportunity for an in-depth exchange of views from industry and academia constrain the development of mobile intelligent photography and imag...Show More
MIPI 2023 Challenge on RGBW Fusion: Methods and Results
Qianhui Sun;Qingyu Yang;Chongyi Li;Shangchen Zhou;Ruicheng Feng;Yuekun Dai;Wenxiu Sun;Qingpeng Zhu;Chen Change Loy;Jinwei Gu;Hongyuan Yu;Yuqing Liu;Weichen Yu;Lin Ge;Xiaolin Zhang;Qi Jia;Heng Zhang;Xuanwu Yin;Kunlong Zuo;Qi Wu;Wenjie Lin;Ting Jiang;Chengzhi Jiang;Mingyan Han;Xinpeng Li;Jinting Luo;Lei Yu;Haoqiang Fan;Shuaicheng Liu;Kunyu Wang;Chengzhi Cao;Yuanshen Guan;Jiyuan Xia;Ruikang Xu;Mingde Yao;Zhiwei Xiong
Year: 2023 | Conference Paper |
NTIRE 2023 Challenge on Efficient Super-Resolution: Methods and Results
Yawei Li;Yulun Zhang;Radu Timofte;Luc Van Gool;Lei Yu;Youwei Li;Xinpeng Li;Ting Jiang;Qi Wu;Mingyan Han;Wenjie Lin;Chengzhi Jiang;Jinting Luo;Haoqiang Fan;Shuaicheng Liu;Yucong Wang;Minjie Cai;Mingxi Li;Yuhang Zhang;Xian-Jun Fan;Yankai Sheng;Yanyu Mao;Nihao Zhang;Qian Wang;Mingjun Zheng;Long Sun;Jinshan Pan;Jiangxin Dong;Jinhui Tang;Zhongbao Yang;Yan Wang;Erlin Pan;Qixuan Cai;Xinan Dai;Magauiya Zhussip;Nikolay Kalyazin;Dmitry Vyal;Xueyi Zou;Youliang Yan;Heaseo Chung;Jin Zhang;Gaocheng Yu;Feng Zhang;Hongbin Wang;Bohao Liao;Zhibo Du;Yu-Liang Wu;Gege Shi;Long Peng;Yang Wang;Yang Cao;Zhengjun Zha;Zhi-Kai Huang;Yi-Chung Chen;Yuan-Chun Chiang;Hao-Hsiang Yang;Wei-Ting Chen;Hua-En Chang;I-Hsiang Chen;Chia-Hsuan Hsieh;Sy-Yen Kuo;Xin Liu;Qian Wang;Jiahao Pan;Hongyuan Yu;Weichen Yu;Lin Ge;Jiahua Dong;Yajun Zou;Zhuoyuan Wu;Binnan Han;Xiaolin Zhang;Heng Zhang;Xuanwu Yin;Kunlong Zuo;Weijian Deng;Hongjie Yuan;Zengtong Lu;Mingyu Ouyang;Wenzhuo Ma;Nian Liu;Hanyou Zheng;Yuantong Zhang;Junxi Zhang;Zhenzhong Chen;Garas Gendy;Nabil Sabor;Jingchao Hou;Guanghui He;Yurui Zhu;Xi Wang;Xueyang Fu;Zheng-Jun Zha;Daheng Yin;Mengyang Liu;Baijun Chen;Ao Li;Lei Luo;Kangjun Jin;Ce Zhu;Xiaoming Zhang;Chengxing Xie;Linze Li;Haiteng Meng;Tianlin Zhang;Tianrui Li;Xiaole Zhao;Zhao Zhang;Baiang Li;Huan Zheng;Suiyi Zhao;Yangcheng Gao;Jiahuan Ren;Kang Hu;Jingpeng Shi;Zhijian Wu;Dingjiang Huang;Jinchen Zhu;Hui Li;Qianru Xv;Tianle Liu;Shizhuang Weng;Gang Wu;Junpeng Jiang;Xianming Liu;Junjun Jiang;Mingjian Zhang;Shizhuang Weng;Jing Hu;Chengxu Wu;Qinrui Fan;Chengming Feng;Ziwei Luo;Shu Hu;Siwei Lyu;Xi Wu;Xin Wang
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Year: 2023 | Conference Paper |
Cited by: Papers (36)
This paper reviews the NTIRE 2023 challenge on efficient single-image super-resolution with a focus on the proposed solutions and results. The aim of this challenge is to devise a network that reduces one or several aspects such as runtime, parameters, FLOPs, activations, memory footprint, and depth of RFDN while at least maintaining the PSNR of 29.00dB on DIV2K validation datasets. The challenge ...Show More
NTIRE 2023 Challenge on Efficient Super-Resolution: Methods and Results
Yawei Li;Yulun Zhang;Radu Timofte;Luc Van Gool;Lei Yu;Youwei Li;Xinpeng Li;Ting Jiang;Qi Wu;Mingyan Han;Wenjie Lin;Chengzhi Jiang;Jinting Luo;Haoqiang Fan;Shuaicheng Liu;Yucong Wang;Minjie Cai;Mingxi Li;Yuhang Zhang;Xian-Jun Fan;Yankai Sheng;Yanyu Mao;Nihao Zhang;Qian Wang;Mingjun Zheng;Long Sun;Jinshan Pan;Jiangxin Dong;Jinhui Tang;Zhongbao Yang;Yan Wang;Erlin Pan;Qixuan Cai;Xinan Dai;Magauiya Zhussip;Nikolay Kalyazin;Dmitry Vyal;Xueyi Zou;Youliang Yan;Heaseo Chung;Jin Zhang;Gaocheng Yu;Feng Zhang;Hongbin Wang;Bohao Liao;Zhibo Du;Yu-Liang Wu;Gege Shi;Long Peng;Yang Wang;Yang Cao;Zhengjun Zha;Zhi-Kai Huang;Yi-Chung Chen;Yuan-Chun Chiang;Hao-Hsiang Yang;Wei-Ting Chen;Hua-En Chang;I-Hsiang Chen;Chia-Hsuan Hsieh;Sy-Yen Kuo;Xin Liu;Qian Wang;Jiahao Pan;Hongyuan Yu;Weichen Yu;Lin Ge;Jiahua Dong;Yajun Zou;Zhuoyuan Wu;Binnan Han;Xiaolin Zhang;Heng Zhang;Xuanwu Yin;Kunlong Zuo;Weijian Deng;Hongjie Yuan;Zengtong Lu;Mingyu Ouyang;Wenzhuo Ma;Nian Liu;Hanyou Zheng;Yuantong Zhang;Junxi Zhang;Zhenzhong Chen;Garas Gendy;Nabil Sabor;Jingchao Hou;Guanghui He;Yurui Zhu;Xi Wang;Xueyang Fu;Zheng-Jun Zha;Daheng Yin;Mengyang Liu;Baijun Chen;Ao Li;Lei Luo;Kangjun Jin;Ce Zhu;Xiaoming Zhang;Chengxing Xie;Linze Li;Haiteng Meng;Tianlin Zhang;Tianrui Li;Xiaole Zhao;Zhao Zhang;Baiang Li;Huan Zheng;Suiyi Zhao;Yangcheng Gao;Jiahuan Ren;Kang Hu;Jingpeng Shi;Zhijian Wu;Dingjiang Huang;Jinchen Zhu;Hui Li;Qianru Xv;Tianle Liu;Shizhuang Weng;Gang Wu;Junpeng Jiang;Xianming Liu;Junjun Jiang;Mingjian Zhang;Shizhuang Weng;Jing Hu;Chengxu Wu;Qinrui Fan;Chengming Feng;Ziwei Luo;Shu Hu;Siwei Lyu;Xi Wu;Xin Wang
Year: 2023 | Conference Paper |
Efficient Deep Models for Real-Time 4K Image Super-Resolution. NTIRE 2023 Benchmark and Report
Marcos V. Conde;Eduard Zamfir;Radu Timofte;Daniel Motilla;Cen Liu;Zexin Zhang;Yunbo Peng;Yue Lin;Jiaming Guo;Xueyi Zou;Yuyi Chen;Yi Liu;Jia Hao;Youliang Yan;Yuanfan Zhang;Gen Li;Lei Sun;Lingshun Kong;Haoran Bai;Jinshan Pan;Jiangxin Dong;Jinhui Tang;Mustafa Ayazoglu;Bahri Batuhan Bilecen;Mingxi Li;Yuhang Zhang;Xianjun Fan;Yankai Sheng;Long Sun;Zibin Liu;Weiran Gou;Shaoqing Li;Ziyao Yi;Yan Xiang;Dehui Kong;Ke Xu;Ganzorig Gankhuyag;Kihwan Yoon;Jin Zhang;Gaocheng Yu;Feng Zhang;Hongbin Wang;Zhou Zhou;Jiahao Chao;Hongfan Gao;Jiali Gong;Zhengfeng Yang;Zhenbing Zeng;Chengpeng Chen;Zichao Guo;Anjin Park;Yuqing Liu;Qi Jia;Hongyuan Yu;Xuanwu Yin;Kunlong Zuo;Dongyang Zhang;Ting Fu;Zhengxue Cheng;Shiai Zhu;Dajiang Zhou;Hongyuan Yu;Weichen Yu;Lin Ge;Jiahua Dong;Yajun Zou;Zhuoyuan Wu;Binnan Han;Xiaolin Zhang;Heng Zhang;Xuanwu Yin;Ben Shao;Shaolong Zheng;Daheng Yin;Baijun Chen;Mengyang Liu;Marian-Sergiu Nistor;Yi-Chung Chen;Zhi-Kai Huang;Yuan-Chun Chiang;Wei-Ting Chen;Hao-Hsiang Yang;Hua-En Chang;I-Hsiang Chen;Chia-Hsuan Hsieh;Sy-Yen Kuo;Tu Vo;Qingsen Yan;Yun Zhu;Jinqiu Su;Yanning Zhang;Cheng Zhang;Jiaying Luo;Youngsun Cho;Nakyung Lee;Kunlong Zuo
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Year: 2023 | Conference Paper |
Cited by: Papers (20)
This paper introduces a novel benchmark for efficient up-scaling as part of the NTIRE 2023 Real-Time Image Super-Resolution (RTSR) Challenge, which aimed to upscale images from 720p and 1080p resolution to native 4K (×2 and ×3 factors) in real-time on commercial GPUs. For this, we use a new test set containing diverse 4K images ranging from digital art to gaming and photography. We assessed the me...Show More
Efficient Deep Models for Real-Time 4K Image Super-Resolution. NTIRE 2023 Benchmark and Report
Marcos V. Conde;Eduard Zamfir;Radu Timofte;Daniel Motilla;Cen Liu;Zexin Zhang;Yunbo Peng;Yue Lin;Jiaming Guo;Xueyi Zou;Yuyi Chen;Yi Liu;Jia Hao;Youliang Yan;Yuanfan Zhang;Gen Li;Lei Sun;Lingshun Kong;Haoran Bai;Jinshan Pan;Jiangxin Dong;Jinhui Tang;Mustafa Ayazoglu;Bahri Batuhan Bilecen;Mingxi Li;Yuhang Zhang;Xianjun Fan;Yankai Sheng;Long Sun;Zibin Liu;Weiran Gou;Shaoqing Li;Ziyao Yi;Yan Xiang;Dehui Kong;Ke Xu;Ganzorig Gankhuyag;Kihwan Yoon;Jin Zhang;Gaocheng Yu;Feng Zhang;Hongbin Wang;Zhou Zhou;Jiahao Chao;Hongfan Gao;Jiali Gong;Zhengfeng Yang;Zhenbing Zeng;Chengpeng Chen;Zichao Guo;Anjin Park;Yuqing Liu;Qi Jia;Hongyuan Yu;Xuanwu Yin;Kunlong Zuo;Dongyang Zhang;Ting Fu;Zhengxue Cheng;Shiai Zhu;Dajiang Zhou;Hongyuan Yu;Weichen Yu;Lin Ge;Jiahua Dong;Yajun Zou;Zhuoyuan Wu;Binnan Han;Xiaolin Zhang;Heng Zhang;Xuanwu Yin;Ben Shao;Shaolong Zheng;Daheng Yin;Baijun Chen;Mengyang Liu;Marian-Sergiu Nistor;Yi-Chung Chen;Zhi-Kai Huang;Yuan-Chun Chiang;Wei-Ting Chen;Hao-Hsiang Yang;Hua-En Chang;I-Hsiang Chen;Chia-Hsuan Hsieh;Sy-Yen Kuo;Tu Vo;Qingsen Yan;Yun Zhu;Jinqiu Su;Yanning Zhang;Cheng Zhang;Jiaying Luo;Youngsun Cho;Nakyung Lee;Kunlong Zuo
Year: 2023 | Conference Paper |
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