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NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results



Yawei Li , Kai Zhang , Radu Timofte , Luc Van Gool , Fangyuan Kong , Mingxi Li , Songwei Liu , Zongcai Du , Ding Liu , Chenhui Zhou , Jingyi Chen , Qingrui Han , Zheyuan Li , Yingqi Liu , Xiangyu Chen , Haoming Cai , Yu Qiao , Chao Dong , Long Sun , Jinshan Pan , Yi Zhu , Zhikai Zong , Xiaoxiao Liu , Zheng Hui , Tao Yang , Peiran Ren , Xuansong Xie , Xian-Sheng Hua , Yanbo Wang , Xiaozhong Ji , Chuming Lin , Donghao Luo , Ying Tai , Chengjie Wang , Zhizhong Zhang , Yuan Xie , Shen Cheng , Ziwei Luo , Lei Yu , Zhihong Wen , Qi Wu1 , Youwei Li , Haoqiang Fan , Jian Sun , Shuaicheng Liu , Yuanfei Huang , Meiguang Jin , Hua Huang , Jing Liu , Xinjian Zhang , Yan Wang , Lingshun Long , Gen Li , Yuanfan Zhang , Zuowei Cao , Lei Sun , Panaetov Alexander , Yucong Wang , Minjie Cai , Li Wang , Lu Tian , Zheyuan Wang , Hongbing Ma , Jie Liu , Chao Chen , Yidong Cai , Jie Tang , Gangshan Wu , Weiran Wang , Shirui Huang , Honglei Lu , Huan Liu , Keyan Wang , Jun Chen , Shi Chen , Yuchun Miao , Zimo Huang , Lefei Zhang , Mustafa Ayazoğlu , Wei Xiong , Chengyi Xiong , Fei Wang , Hao Li , Ruimian Wen , Zhijing Yang , Wenbin Zou , Weixin Zheng , Tian Ye , Yuncheng Zhang , Xiangzhen Kong , Aditya Arora , Syed Waqas Zamir , Salman Khan , Munawar Hayat , Fahad Shahbaz Khan , Dandan Gaoand Dengwen Zhouand Qian Ning , Jingzhu Tang , Han Huang , Yufei Wang , Zhangheng Peng , Haobo Li , Wenxue Guan , Shenghua Gong , Xin Li , Jun Liu , Wanjun Wang , Dengwen Zhou , Kun Zeng , Hanjiang Lin , Xinyu Chen , Jinsheng Fang

* Validation code of the baseline model is available at https://github.com/ofsoundof/IMDN. Validation of all submitted models is available at https://github.com/ofsoundof/NTIRE2022_ESR 

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Uncertainty-Aware Model Adaptation for Unsupervised Cross-Domain Object Detection



Minjie Cai , Minyi Luo , Xionghu Zhong , Hao Chen

* 11 pages, 4 figures 

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NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Methods and Results



Ren Yang , Radu Timofte , Jing Liu , Yi Xu , Xinjian Zhang , Minyi Zhao , Shuigeng Zhou , Kelvin C. K. Chan , Shangchen Zhou , Xiangyu Xu , Chen Change Loy , Xin Li , Fanglong Liu , He Zheng , Lielin Jiang , Qi Zhang , Dongliang He , Fu Li , Qingqing Dang , Yibin Huang , Matteo Maggioni , Zhongqian Fu , Shuai Xiao , Cheng li , Thomas Tanay , Fenglong Song , Wentao Chao , Qiang Guo , Yan Liu , Jiang Li , Xiaochao Qu , Dewang Hou , Jiayu Yang , Lyn Jiang , Di You , Zhenyu Zhang , Chong Mou , Iaroslav Koshelev , Pavel Ostyakov , Andrey Somov , Jia Hao , Xueyi Zou , Shijie Zhao , Xiaopeng Sun , Yiting Liao , Yuanzhi Zhang , Qing Wang , Gen Zhan , Mengxi Guo , Junlin Li , Ming Lu , Zhan Ma , Pablo Navarrete Michelini , Hai Wang , Yiyun Chen , Jingyu Guo , Liliang Zhang , Wenming Yang , Sijung Kim , Syehoon Oh , Yucong Wang , Minjie Cai , Wei Hao , Kangdi Shi , Liangyan Li , Jun Chen , Wei Gao , Wang Liu , Xiaoyu Zhang , Linjie Zhou , Sixin Lin , Ru Wang

* Corrected the MOS values in Table 2 

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What I See Is What You See: Joint Attention Learning for First and Third Person Video Co-analysis



Huangyue Yu , Minjie Cai , Yunfei Liu , Feng Lu


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Manipulation-skill Assessment from Videos with Spatial Attention Network



Zhenqiang Li , Yifei Huang , Minjie Cai , Yoichi Sato


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Mutual Context Network for Jointly Estimating Egocentric Gaze and Actions



Yifei Huang , Minjie Cai , Zhenqiang Li , Yoichi Sato


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Understanding hand-object manipulation by modeling the contextual relationship between actions, grasp types and object attributes



Minjie Cai , Kris Kitani , Yoichi Sato

* 14 pages, 13 figures 

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Predicting Gaze in Egocentric Video by Learning Task-dependent Attention Transition



Yifei Huang , Minjie Cai , Zhenqiang Li , Yoichi Sato


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