SPATIO-TEMPORAL INTERACTION FOR AERIAL VIDEO CHANGE DETECTION

被引:8
作者
Bourdis, Nicolas [1 ]
Marraud, Denis [1 ]
Sahbi, Hichem
机构
[1] EADS France, Image Solut Dept, Suresnes, France
来源
2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2012年
关键词
Change detection; aerial videos; spatio-temporal redundancy; belief propagation;
D O I
10.1109/IGARSS.2012.6351049
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the growing capacity of video devices, human operators are nowadays overwhelmed by the huge volumes of data generated in different applications including surveillance. Therefore, automatic video processing techniques are required in order to filter out uninteresting data and to focus the attention of operators. However, reliability is still a challenging problem. In this paper, we show how spatio-temporal redundancy may be exploited to enhance the accuracy of automatic change detection in aerial videos. More precisely, we present an algorithm based on Belief Propagation in order to improve spatio-temporal consistency between successive change detection results. Experiments demonstrate that our method leads to increased accuracy in change detection.
引用
收藏
页码:2253 / 2256
页数:4
相关论文
共 8 条
[1]  
[Anonymous], PATTERN RECOGNITION
[2]  
[Anonymous], 2007, IEEE C COMP VIS PATT, DOI DOI 10.1109/CVPR.2007.383073
[3]   CONSTRAINED OPTICAL FLOW FOR AERIAL IMAGE CHANGE DETECTION [J].
Bourdis, Nicolas ;
Marraud, Denis ;
Sahbi, Hichem .
2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, :4176-4179
[4]  
Felzenszwalb PR, 2004, PROC CVPR IEEE, P261
[5]  
Primdahl K., 2005, P FIELD SERV ROB
[6]   Image change detection algorithms: A systematic survey [J].
Radke, RJ ;
Andra, S ;
Al-Kofahi, O ;
Roysam, B .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (03) :294-307
[7]  
Stennett C., 2009, P 2009 C EL REM SENS
[8]   Image registration methods:: a survey [J].
Zitová, B ;
Flusser, J .
IMAGE AND VISION COMPUTING, 2003, 21 (11) :977-1000