PERSON RE-IDENTIFICATION IN MULTI-CAMERA SYSTEM BY SIGNATURE BASED ON INTEREST POINT DESCRIPTORS COLLECTED ON SHORT VIDEO SEQUENCES

被引:0
|
作者
Hamdoun, Omar [1 ]
Moutarde, Fabien [1 ]
Stanciulescu, Bogdan [1 ]
Steux, Bruno [1 ]
机构
[1] Mines ParisTech, Robot Lab CAOR, F-75006 Paris, France
关键词
Video-surveillance; camera networks; person identification and tracking; re-identification; interest points;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present and evaluate a person re-identification scheme for multi-camera surveillance system. Our approach uses matching of signatures based on interest-points descriptors collected on short video sequences. One of the originalities of our method is to accumulate interest points on several sufficiently time-spaced images during person tracking within each camera, in order to capture appearance variability. A first experimental evaluation conducted on a publicly available set of low-resolution videos in a commercial mall shows very promising inter-camera person re-identification performances (a precision of 82% for a recall of 78%). It should also be noted that our matching method is very fast: similar to 1/8s for re-identification of one target person among 10 previously seen persons, and a logarithmic dependence with the number of stored person models, making reidentification among hundreds of persons computationally feasible in less than similar to 1/5 second.
引用
收藏
页码:140 / 145
页数:6
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