Automatic Detection and Analysis of Player Action in Moving Background Sports Video Sequences

doi:10.1109/TCSVT.2009.2035833

	Automatic Detection and Analysis of Player Action in Moving Background Sports Video Sequences
	Li, Haojie 1; Tang, Jinhui 2; Wu, Si 3; Zhang, Yongdong 4; Lin, Shouxun 4
	2010-03-01
发表期刊	IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
ISSN	1051-8215
卷号	20 期号:3 页码:351-364
摘要	This paper presents a system for automatically detecting and analyzing complex player actions in moving background sports video sequences, aiming at action-based sports videos indexing and providing kinematic measurements for coach assistance and performance improvement. The system works in a coarse-to-fine fashion. For an input video, in the coarse granularity level, we automatically segment the highlights, that is, the video clips containing the desired action as summaries for general user viewing purposes; in the middle granularity level, we recognize the action types to support action-based video indexing and retrieval; and finally in the fine granularity level, the critical kinematic parameters of player action are obtained for sports professionals' training purposes. However, the complex and dynamic background of sports videos and the complexity of player actions bring considerable difficulty to the automatic analysis. To fulfill such a challenging task, robust algorithms including global motion estimation with adaptive outliers filtering, object segmentation based on adaptive background construction, and automatic human body tracking are proposed in this paper. Two visual analyzing tools: motion panorama and overlay composition, are also introduced. Real diving and jump game videos are used to test the proposed system and algorithms, and the extensive and encouraging experimental results show their effectiveness.
关键词	Action recognition human body tracking sports training video analysis video object segmentation
DOI	10.1109/TCSVT.2009.2035833
收录类别	SCI
语种	英语
资助项目	National Basic Research Program of China[2007CB311100] ; Beijing Municipal Education Commission
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000275299600003
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：43[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/12371
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Li, Haojie
作者单位	1.Dalian Univ Technol, Sch Software, Dalian 116620, Peoples R China 2.Natl Univ Singapore, Sch Comp, Singapore 117590, Singapore 3.France Telecom Res & Dev Beijing, Beijing 100080, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Li, Haojie,Tang, Jinhui,Wu, Si,et al. Automatic Detection and Analysis of Player Action in Moving Background Sports Video Sequences[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2010,20(3):351-364.
APA	Li, Haojie,Tang, Jinhui,Wu, Si,Zhang, Yongdong,&Lin, Shouxun.(2010).Automatic Detection and Analysis of Player Action in Moving Background Sports Video Sequences.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,20(3),351-364.
MLA	Li, Haojie,et al."Automatic Detection and Analysis of Player Action in Moving Background Sports Video Sequences".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 20.3(2010):351-364.