Human behavior analysis for highlight ranking in broadcast racket sports video
文献类型：期刊论文
| 作者 | Zhu, Guangyu; Huang, Qingming; Xu, Changsheng; Xing, Liyuan; Gao, Wen; Yao, Hongxun |
| 刊名 | Ieee transactions on multimedia
 |
| 出版日期 | 2007-10-01 |
| 卷号 | 9期号:6页码:1167-1182 |
| 关键词 | Action recognition Affective analysis Highlight ranking Semantic analysis Sports video analysis |
| ISSN号 | 1520-9210 |
| DOI | 10.1109/tmm.2007.902847 |
| 通讯作者 | Zhu, guangyu(gyzhu@jdl.ac.cn) |
| 英文摘要 | The majority of existing work on sports video analysis concentrates on highlight extraction. little work focuses on the important issue as how the extracted highlights should be organized. in this paper, we present a multimodal approach to organize the highlights extracted from racket sports video grounded on human behavior analysis using a nonlinear affective ranking model. two research challenges of highlight ranking are addressed, namely affective feature extraction and ranking model construction. the basic principle of affective feature extraction in our work is to extract sensitive features which can stimulate user's emotion. since the users pay most attention to player behavior and audience response in racket sport highlights, we extract affective features from player behavior including action and trajectory, and game-specific audio keywords. we propose a novel motion analysis method to recognize the player actions. we employ support vector regression to construct the nonlinear highlight ranking model from affective features. a new subjective evaluation criterion is proposed to guide the model construction. to evaluate the performance of the proposed approaches, we have tested them on more than ten-hour broadcast tennis and badminton videos. the experimental results demonstrate that our action recognition approach significantly outperforms the existing appearance-based method. moreover, our user study shows that the affective highlight ranking approach is effective. |
| WOS关键词 | HUMAN MOVEMENT ; SOCCER VIDEO ; MOTION ; EXTRACTION ; RECOGNITION ; TRACKING ; ROBUST |
| WOS研究方向 | Computer Science ; Telecommunications |
| WOS类目 | Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000249842000008 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2381808 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Zhu, Guangyu |
| 作者单位 | 1.Harbin Inst Technol, Sch Comp Sci, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China 3.Inst Infocomm Res, Singapore 119613, Singapore |
| 推荐引用方式 GB/T 7714 | Zhu, Guangyu,Huang, Qingming,Xu, Changsheng,et al. Human behavior analysis for highlight ranking in broadcast racket sports video[J]. Ieee transactions on multimedia,2007,9(6):1167-1182. |
| APA | Zhu, Guangyu,Huang, Qingming,Xu, Changsheng,Xing, Liyuan,Gao, Wen,&Yao, Hongxun.(2007).Human behavior analysis for highlight ranking in broadcast racket sports video.Ieee transactions on multimedia,9(6),1167-1182. |
| MLA | Zhu, Guangyu,et al."Human behavior analysis for highlight ranking in broadcast racket sports video".Ieee transactions on multimedia 9.6(2007):1167-1182. |
入库方式： iSwitch采集
来源：中国科学院大学
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