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Level 2 Autonomous Driving on a Single Device: Diving into the Devils of Openpilot



Li Chen , Tutian Tang , Zhitian Cai , Yang Li , Penghao Wu , Hongyang Li , Jianping Shi , Junchi Yan , Yu Qiao

* Tech report. Project page: https://github.com/OpenPerceptionX/Openpilot-Deepdive 

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Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong Baseline



Penghao Wu , Xiaosong Jia , Li Chen , Junchi Yan , Hongyang Li , Yu Qiao

* 15 pages, 7 figures 

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Siamese Image Modeling for Self-Supervised Vision Representation Learning



Chenxin Tao , Xizhou Zhu , Gao Huang , Yu Qiao , Xiaogang Wang , Jifeng Dai


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Illumination Adaptive Transformer



Ziteng Cui , Kunchang Li , Lin Gu , Shenghan Su , Peng Gao , Zhengkai Jiang , Yu Qiao , Tatsuya Harada

* 19 pages, 7 figures 

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Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training



Renrui Zhang , Ziyu Guo , Peng Gao , Rongyao Fang , Bin Zhao , Dong Wang , Yu Qiao , Hongsheng Li


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ConvMAE: Masked Convolution Meets Masked Autoencoders



Peng Gao , Teli Ma , Hongsheng Li , Ziyi Lin , Jifeng Dai , Yu Qiao

* 10 pages 

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Vision Transformer Adapter for Dense Predictions



Zhe Chen , Yuchen Duan , Wenhai Wang , Junjun He , Tong Lu , Jifeng Dai , Yu Qiao


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Evaluating the Generalization Ability of Super-Resolution Networks



Yihao Liu , Hengyuan Zhao , Jinjin Gu , Yu Qiao , Chao Dong

* First Generalization Assessment Index for SR networks 

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Blueprint Separable Residual Network for Efficient Image Super-Resolution



Zheyuan Li , Yingqi Liu , Xiangyu Chen , Haoming Cai , Jinjin Gu , Yu Qiao , Chao Dong

* Accepted to CVPR Workshops 

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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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