Automatic Detection and Analysis of Player Action in Moving Background Sports Video Sequences
文献类型:期刊论文
作者 | Li, Haojie2; Tang, Jinhui3; Wu, Si1; Zhang, Yongdong4; Lin, Shouxun4 |
刊名 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
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出版日期 | 2010-03-01 |
卷号 | 20期号:3页码:351-364 |
关键词 | Action recognition human body tracking sports training video analysis video object segmentation |
ISSN号 | 1051-8215 |
DOI | 10.1109/TCSVT.2009.2035833 |
英文摘要 | 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. |
资助项目 | National Basic Research Program of China[2007CB311100] ; Beijing Municipal Education Commission |
WOS研究方向 | Engineering |
语种 | 英语 |
WOS记录号 | WOS:000275299600003 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
源URL | [http://119.78.100.204/handle/2XEOYT63/12370] ![]() |
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.France Telecom Res & Dev Beijing, Beijing 100080, Peoples R China 2.Dalian Univ Technol, Sch Software, Dalian 116620, Peoples R China 3.Natl Univ Singapore, Sch Comp, Singapore 117590, Singapore 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. |
入库方式: OAI收割
来源:计算技术研究所
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