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TransVG++: End-to-End Visual Grounding with Language Conditioned Vision Transformer



Jiajun Deng , Zhengyuan Yang , Daqing Liu , Tianlang Chen , Wengang Zhou , Yanyong Zhang , Houqiang Li , Wanli Ouyang

* arXiv admin note: text overlap with arXiv:2104.08541 

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Better Teacher Better Student: Dynamic Prior Knowledge for Knowledge Distillation



Zengyu Qiu , Xinzhu Ma , Kunlin Yang , Chunya Liu , Jun Hou , Shuai Yi , Wanli Ouyang


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Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains



Haiyang Yang , Meilin Chen , Yizhou Wang , Shixiang Tang , Feng Zhu , Lei Bai , Rui Zhao , Wanli Ouyang


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MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning



Dongnan Liu , Mariano Cabezas , Dongang Wang , Zihao Tang , Lei Bai , Geng Zhan , Yuling Luo , Kain Kyle , Linda Ly , James Yu , Chun-Chien Shieh , Aria Nguyen , Ettikan Kandasamy Karuppiah , Ryan Sullivan , Fernando Calamante , Michael Barnett , Wanli Ouyang , Weidong Cai , Chenyu Wang

* 10 pages, 3 figures, and 7 tables 

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Not All Tokens Are Equal: Human-centric Visual Analysis via Token Clustering Transformer



Wang Zeng , Sheng Jin , Wentao Liu , Chen Qian , Ping Luo , Wanli Ouyang , Xiaogang Wang

* CVPR 2022 oral 

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Unsupervised Learning of Accurate Siamese Tracking



Qiuhong Shen , Lei Qiao , Jinyang Guo , Peixia Li , Xin Li , Bo Li , Weitao Feng , Weihao Gan , Wei Wu , Wanli Ouyang

* 13 pages, 7 figures, to appear in CVPR 2022 

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DR.VIC: Decomposition and Reasoning for Video Individual Counting



Tao Han , Lei Bai , Junyu Gao , Qi Wang , Wanli Ouyang

* Accepted by CVPR 2022. [camera ready with supplement] 

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SeCo: Separating Unknown Musical Visual Sounds with Consistency Guidance



Xinchi Zhou , Dongzhan Zhou , Wanli Ouyang , Hang Zhou , Ziwei Liu , Di Hu


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Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking



Boyu Chen , Peixia Li , Lei Bai , Lei Qiao , Qiuhong Shen , Bo Li , Weihao Gan , Wei Wu , Wanli Ouyang


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Multi-class Token Transformer for Weakly Supervised Semantic Segmentation



Lian Xu , Wanli Ouyang , Mohammed Bennamoun , Farid Boussaid , Dan Xu

* Accepted at CVPR 2022 

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