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Xin Li, Shiming Yu, Leming Shen, Jianing Zhang, and Yuanqing Zheng are with the Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China (e-mail: cs-xin.li@connect.polyu.hk; shiming.yu@connect.polyu.hk; leming.shen@connect.polyu.hk; jianing98.zhang@connect.polyu.hk; csyqzheng@comp.polyu.edu.hk).Yaxiong Xie is with the Department of Computer Science and Engineering, University at Buffalo, NY, USA (e-mail: yaxiongx@buffalo.edu).This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible
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Ditch slow, external segmentation pipelines: TrajTok learns trajectory tokens end-to-end, boosting video understanding while staying lean and adaptable.
