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Zoom Transformer for Skeleton-Based Group Activity Recognition

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成果类型:
期刊论文
作者:
Zhang, Jiaxu;Jia, Yifan;Xie, Wei;Tu, Zhigang
通讯作者:
Tu, Z.
作者机构:
[Tu, Zhigang; Zhang, Jiaxu] Wuhan University, State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan, 430079, China
[Jia, Yifan] Renmin Hospital of Wuhan University, Department of Pain, Wuhan, 430060, China
[Xie, Wei] Central China Normal University, School of Computer, Wuhan, 430079, China
通讯机构:
[Tu, Z.] W
Wuhan University, State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan, China
语种:
英文
关键词:
Activity recognition;attention mechanism;skeleton-based action;visual transformer
期刊:
IEEE Transactions on Circuits and Systems for Video Technology
ISSN:
1051-8215
年:
2022
卷:
32
期:
12
页码:
8646-8659
基金类别:
This work was supported in part by the National Natural Science Foundation of China under Grant 62106177, in part by the Joint Fund of the Ministry of Education of China under Grant 8091B032156, and in part by the Fundamental Research Funds for the Central Universities under Grant CCNU22QN014.
机构署名:
本校为其他机构
院系归属:
计算机学院
摘要:
Skeleton-based human action recognition has attracted increasing attention and many methods have been proposed to boost the performance. However, these methods still confront three main limitations: 1) Focusing on single-person action recognition while neglecting the group activity of multiple people (more than 5 people). In practice, multi-person group activity recognition via skeleton data is also a meaningful problem. 2) Unable to mine high-level semantic information from the skeleton data, such as interactions among multiple people and thei...

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