Efficient motion data indexing and retrieval with local similarity measure of motion strings | |
Wu, Shuangyuan1,2; Xia, Shihong1; Wang, Zhaoqi1; Li, Chunpeng1 | |
刊名 | Visual computer
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2009-05-01 | |
卷号 | 25期号:5-7页码:499-508 |
关键词 | Motion capture data Indexing Retrieval Self-organizing map Smith-waterman algorithm |
ISSN号 | 0178-2789 |
DOI | 10.1007/s00371-009-0345-1 |
通讯作者 | Wu, shuangyuan(wushuangyuan@ict.ac.cn) |
英文摘要 | Widely used in data-driven computer animation, motion capture data exhibits its complexity both spatially and temporally. the indexing and retrieval of motion data is a hard task that is not totally solved. in this paper, we present an efficient motion data indexing and retrieval method based on self-organizing map and smith-waterman string similarity metric. existing motion clips are first used to train a self-organizing map and then indexed by the nodes of the map to get the motion strings. the smith-waterman algorithm, a local similarity measure method for string comparison, is used in clustering the motion strings. then the motion motif of each cluster is extracted for the retrieval of example-based query. as an unsupervised learning approach, our method can cluster motion clips automatically without needing to know their motion types. experiment results on a dataset of various kinds of motion show that the proposed method not only clusters the motion data accurately but also retrieves appropriate motion data efficiently. |
WOS关键词 | CAPTURE DATA ; IDENTIFICATION |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Software Engineering |
语种 | 英语 |
出版者 | SPRINGER |
WOS记录号 | WOS:000265539300014 |
内容类型 | 期刊论文 |
URI标识 | http://www.corc.org.cn/handle/1471x/2403800 |
专题 | 中国科学院大学 |
通讯作者 | Wu, Shuangyuan |
作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Wu, Shuangyuan,Xia, Shihong,Wang, Zhaoqi,et al. Efficient motion data indexing and retrieval with local similarity measure of motion strings[J]. Visual computer,2009,25(5-7):499-508. |
APA | Wu, Shuangyuan,Xia, Shihong,Wang, Zhaoqi,&Li, Chunpeng.(2009).Efficient motion data indexing and retrieval with local similarity measure of motion strings.Visual computer,25(5-7),499-508. |
MLA | Wu, Shuangyuan,et al."Efficient motion data indexing and retrieval with local similarity measure of motion strings".Visual computer 25.5-7(2009):499-508. |
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