Extraction and analysis of multiple periodic motions in video sequences

被引:9
作者
Briassouli, Alexia
Ahuja, Narendra
机构
[1] Dept Comp & Commun Engn, Volos 38221, Magnisia, Greece
[2] Univ Illinois, Beckman Inst Adv Sci & Technol, Urbana, IL 61801 USA
关键词
periodic motion analysis; time-frequency distributions; short term Fourier transform; SEGMENTATION; RECOGNITION;
D O I
10.1109/TPAMI.2007.1042
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The analysis of periodic or repetitive motions is useful in many applications, such as the recognition and classification of human and animal activities. Existing methods for the analysis of periodic motions first extract motion trajectories using spatial information and then determine if they are periodic. These approaches are mostly based on feature matching or spatial correlation, which are often infeasible, unreliable, or computationally demanding. In this paper, we present a new approach, based on the time-frequency analysis of the video sequence as a whole. Multiple periodic trajectories are extracted and their periods are estimated simultaneously. The objects that are moving in a periodic manner are extracted using the spatial domain information. Experiments with synthetic and real sequences display the capabilities of this approach.
引用
收藏
页码:1244 / 1261
页数:18
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