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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 |
Real-Time Quantized Image Super-Resolution on Mobile NPUs, Mobile AI 2021 Challenge: Report
Andrey Ignatov;Radu Timofte;Maurizio Denna;Abdel Younes;Andrew Lek;Mustafa Ayazoglu;Jie Liu;Zongcai Du;Jiaming Guo;Xueyi Zhou;Hao Jia;Youliang Yan;Zexin Zhang;Yixin Chen;Yunbo Peng;Yue Lin;Xindong Zhang;Hui Zeng;Kun Zeng;Peirong Li;Zhihuang Liu;Shiqi Xue;Shengpeng Wang
2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Year: 2021 | Conference Paper |
Cited by: Papers (45)
Image super-resolution is one of the most popular computer vision problems with many important applications to mobile devices. While many solutions have been proposed for this task, they are usually not optimized even for common smartphone AI hardware, not to mention more constrained smart TV platforms that are often supporting INT8 inference only. To address this problem, we introduce the first M...Show More
Real-Time Quantized Image Super-Resolution on Mobile NPUs, Mobile AI 2021 Challenge: Report
Andrey Ignatov;Radu Timofte;Maurizio Denna;Abdel Younes;Andrew Lek;Mustafa Ayazoglu;Jie Liu;Zongcai Du;Jiaming Guo;Xueyi Zhou;Hao Jia;Youliang Yan;Zexin Zhang;Yixin Chen;Yunbo Peng;Yue Lin;Xindong Zhang;Hui Zeng;Kun Zeng;Peirong Li;Zhihuang Liu;Shiqi Xue;Shengpeng Wang
Year: 2021 | Conference Paper |
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report
Andrey Ignatov;Grigory Malivenko;Radu Timofte;Sheng Chen;Xin Xia;Zhaoyan Liu;Yuwei Zhang;Feng Zhu;Jiashi Li;Xuefeng Xiao;Yuan Tian;Xinglong Wu;Christos Kyrkou;Yixin Chen;Zexin Zhang;Yunbo Peng;Yue Lin;Saikat Dutta;Sourya Dipta Das;Nisarg A. Shah;Himanshu Kumar;Chao Ge;Pei-Lin Wu;Jin-Hua Du;Andrew Batutin;Juan Pablo Federico;Konrad Lyda;Levon Khojoyan;Abhishek Thanki;Sayak Paul;Shahid Siddiqui
2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Year: 2021 | Conference Paper |
Cited by: Papers (15)
Camera scene detection is among the most popular computer vision problem on smartphones. While many custom solutions were developed for this task by phone vendors, none of the designed models were available publicly up until now. To address this problem, we introduce the first Mobile AI challenge, where the target is to develop quantized deep learning-based camera scene classification solutions th...Show More
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report
Andrey Ignatov;Grigory Malivenko;Radu Timofte;Sheng Chen;Xin Xia;Zhaoyan Liu;Yuwei Zhang;Feng Zhu;Jiashi Li;Xuefeng Xiao;Yuan Tian;Xinglong Wu;Christos Kyrkou;Yixin Chen;Zexin Zhang;Yunbo Peng;Yue Lin;Saikat Dutta;Sourya Dipta Das;Nisarg A. Shah;Himanshu Kumar;Chao Ge;Pei-Lin Wu;Jin-Hua Du;Andrew Batutin;Juan Pablo Federico;Konrad Lyda;Levon Khojoyan;Abhishek Thanki;Sayak Paul;Shahid Siddiqui
Year: 2021 | Conference Paper |
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