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Rethinking the Openness of CLIP



Shuhuai Ren , Lei Li , Xuancheng Ren , Guangxiang Zhao , Xu Sun

* 21 pages, 13 figures 

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DFTR: Depth-supervised Fusion Transformer for Salient Object Detection



Heqin Zhu , Xu Sun , Yuexiang Li , Kai Ma , S. Kevin Zhou , Yefeng Zheng

* 15 pages, 5 figures, 4 tables 

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Hierarchical Inductive Transfer for Continual Dialogue Learning



Shaoxiong Feng , Xuancheng Ren , Kan Li , Xu Sun

* Accepted by Findings of ACL 2022 

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DFTR: Depth-supervised Hierarchical Feature Fusion Transformer for Salient Object Detection



Heqin Zhu , Xu Sun , Yuexiang Li , Kai Ma , S. Kevin Zhou , Yefeng Zheng

* 9 pages, 4 figures, 4 tables 

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REFUGE2 Challenge: Treasure for Multi-Domain Learning in Glaucoma Assessment



Huihui Fang , Fei Li , Huazhu Fu , Xu Sun , Xingxing Cao , Jaemin Son , Shuang Yu , Menglu Zhang , Chenglang Yuan , Cheng Bian , Baiying Lei , Benjian Zhao , Xinxing Xu , Shaohua Li , Francisco Fumero , Jose Sigut , Haidar Almubarak , Yakoub Bazi , Yuanhao Guo , Yating Zhou , Ujjwal Baid , Shubham Innani , Tianjiao Guo , Jie Yang , José Ignacio Orlando , Hrvoje Bogunović , Xiulan Zhang , Yanwu Xu

* 28 pages, 20 figures 

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ADAM Challenge: Detecting Age-related Macular Degeneration from Fundus Images



Huihui Fang , Fei Li , Huazhu Fu , Xu Sun , Xingxing Cao , Fengbin Lin , Jaemin Son , Sunho Kim , Gwenole Quellec , Sarah Matta , Sharath M Shankaranarayana , Yi-Ting Chen , Chuen-heng Wang , Nisarg A. Shah , Chia-Yen Lee , Chih-Chung Hsu , Hai Xie , Baiying Lei , Ujjwal Baid , Shubham Innani , Kang Dang , Wenxiu Shi , Ravi Kamble , Nitin Singhal , José Ignacio Orlando , Hrvoje Bogunović , Xiulan Zhang , Yanwu Xu

* 29 pages, 17 figures 

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CUGE: A Chinese Language Understanding and Generation Evaluation Benchmark



Yuan Yao , Qingxiu Dong , Jian Guan , Boxi Cao , Zhengyan Zhang , Chaojun Xiao , Xiaozhi Wang , Fanchao Qi , Junwei Bao , Jinran Nie , Zheni Zeng , Yuxian Gu , Kun Zhou , Xuancheng Huang , Wenhao Li , Shuhuai Ren , Jinliang Lu , Chengqiang Xu , Huadong Wang , Guoyang Zeng , Zile Zhou , Jiajun Zhang , Juanzi Li , Minlie Huang , Rui Yan , Xiaodong He , Xiaojun Wan , Xin Zhao , Xu Sun , Yang Liu , Zhiyuan Liu , Xianpei Han , Erhong Yang , Zhifang Sui , Maosong Sun


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Model Uncertainty-Aware Knowledge Amalgamation for Pre-Trained Language Models



Lei Li , Yankai Lin , Xuancheng Ren , Guangxiang Zhao , Peng Li , Jie Zhou , Xu Sun


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