A Comprehensive Review on Group Activity Recognition in Videos
文献类型：期刊论文
| 作者 | Li-Fang Wu2,3; Qi Wang3 ; Meng Jian2,3; Yu Qiao1; Bo-Xuan Zhao3
|
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2021 |
| 卷号 | 18期号:3页码:334-350 |
| 关键词 | Group activity recognition (GAR) human activity recognition scene understanding video analysis computer vision |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-020-1258-8 |
| 英文摘要 | Human group activity recognition (GAR) has attracted significant attention from computer vision researchers due to its wide practical applications in security surveillance, social role understanding and sports video analysis. In this paper, we give a comprehensive overview of the advances in group activity recognition in videos during the past 20 years. First, we provide a summary and comparison of 11 GAR video datasets in this field. Second, we survey the group activity recognition methods, including those based on hand-crafted features and those based on deep learning networks. For better understanding of the pros and cons of these methods, we compare various models from the past to the present. Finally, we outline several challenging issues and possible directions for future research. From this comprehensive literature review, readers can obtain an overview of progress in group activity recognition for future studies. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/44287]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China 2.Beijing Municipal Key Lab of Computation Intelligence and Intelligent Systems, Beijing University of Technology, Beijing 100124, China 3.College of Information and Communication Engineering, Beijing University of Technology, Beijing 100124, China |
| 推荐引用方式 GB/T 7714 | Li-Fang Wu,Qi Wang,Meng Jian,et al. A Comprehensive Review on Group Activity Recognition in Videos[J]. International Journal of Automation and Computing,2021,18(3):334-350. |
| APA | Li-Fang Wu,Qi Wang,Meng Jian,Yu Qiao,&Bo-Xuan Zhao.(2021).A Comprehensive Review on Group Activity Recognition in Videos.International Journal of Automation and Computing,18(3),334-350. |
| MLA | Li-Fang Wu,et al."A Comprehensive Review on Group Activity Recognition in Videos".International Journal of Automation and Computing 18.3(2021):334-350. |
入库方式： OAI收割
来源：自动化研究所
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