题名 | Generating video textures by PPCA and gaussian process dynamical model |
作者 | |
发表日期 | 2009 |
会议名称 | 14th Iberoamerican Congress on Pattern Recognition |
会议录名称 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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ISSN | 0302-9743 |
卷号 | 5856 LNCS |
页码 | 801-808 |
会议日期 | NOV 15-18, 2009 |
会议地点 | Guadalajara, MEXICO |
摘要 | Video texture is a new type of medium which can provide a continuous, infinitely varying stream of video images from a recorded video clip. It can be synthesized by rearranging the order of frames based on the similarities between all pairs of frames. In this paper, we propose a new method for generating video textures by implementing probabilistic principal components analysis (PPCA) and Gaussian Process Dynamical model (GPDM). Compared to the original video texture technique, video texture synthesized by PPCA and GPDM has the following advantages: it might generate new video frames that have never existed in the input video clip before; the problem of "dead-end" is totally avoided; it could also provide video textures that are more robust to noise. © 2009 Springer-Verlag Berlin Heidelberg. |
关键词 | Autoregressive process Computer graphics Computer vision Dimensionality reduction Gaussian process PPCA Video texture |
DOI | 10.1007/978-3-642-10268-4_94 |
URL | 查看来源 |
收录类别 | CPCI-S |
语种 | 英语English |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000279629500094 |
Scopus入藏号 | 2-s2.0-78651236019 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/13316 |
专题 | 个人在本单位外知识产出 理工科技学院 |
通讯作者 | Fan, Wentao |
作者单位 | Institute for Information Systems Engineering,University of Concordia,Montreal,Canada |
推荐引用方式 GB/T 7714 | Fan, Wentao,Bouguila, Nizar. Generating video textures by PPCA and gaussian process dynamical model[C], 2009: 801-808. |
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