Detection of object abandonment using temporal logic

被引:21
作者
Bhargava, Medha [1 ]
Chen, Chia-Chih [1 ]
Ryoo, M. S. [1 ]
Aggarwal, J. K. [1 ]
机构
[1] Univ Texas Austin, Dept Elect & Comp Engn, Comp & Vis Res Ctr, Austin, TX 78712 USA
关键词
Abandoned objects; Threat detection; Temporal logic; Public areas;
D O I
10.1007/s00138-008-0181-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a novel framework for a smart threat detection system that uses computer vision to capture, exploit and interpret the temporal flow of events related to the abandonment of an object. Our approach uses contextual information along with an analysis of the causal progression of events to decide whether or not an alarm should be raised. When an unattended object is detected, the system traces it back in time to determine and record who its most likely owner(s) may be. Through subsequent frames, the system searches the scene for the owner and issues an alert if no match is found for the owner over a given period of time. Our algorithm has been successfully tested on two benchmark datasets (PETS 2006 Benchmark Data, 2006; i-LIDS Dataset for AVSS, 2007), and yielded results that are substantially more accurate than similar systems developed by other academic and industrial research groups.
引用
收藏
页码:271 / 281
页数:11
相关论文
共 19 条
[1]  
Allen J. E., 1994, Journal of Logic and Computation, V4, P531, DOI 10.1093/logcom/4.5.531
[2]  
[Anonymous], P IEEE INT C ADV VID
[3]  
[Anonymous], P IEEE WORKSH EV MIN
[4]  
[Anonymous], P IEEE INT WORKSH PE
[5]  
[Anonymous], 2007, i-Lids dataset for AVSS
[6]  
[Anonymous], 2006, P 9 IEEE INT WORKSH
[7]  
[Anonymous], PETS 2006 BENCHMARK
[8]  
BHARGAVA M, 2007, P 2007 IEEE INT C AD
[9]  
CHEN CC, 2008, IEEE INT C IM PROC I
[10]  
Grabbe H, 2006, PALGRAVE STUD EUR UN, P39