Fuzzy Based Foreground Background Discrimination for Probabilistic Color Based Object Tracking

被引:0
作者
Shandiz, Heydar Toossian [1 ]
Mirhassani, Seyed Mostafa [2 ]
Yousefi, Bardia [2 ]
Fatemi, M. J. Rastegar [3 ]
机构
[1] Shahrood Univ Technol, EE Dept, Shahrood, Iran
[2] PIV Co, Vis lab, Tehran, Iran
[3] Islamic Azad Univ, EE Dept, Saveh Branch, Saveh 39187366, Iran
来源
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY | 2010年 / 10卷 / 01期
关键词
Object tracking; Fuzzy decision; color cue; sequential Monte Carlo;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the most of object tracking tasks dealing with partial occlusion is a challenging issue. Recently the use of color cue based on Monte Carlo tracking method and particle filtering is mostly considered to overcome the problem of partial occlusion and non-rigid motion. The proposed approach in this paper is based on using of sequential Monte Carlo and particle filtering for tracking. But in this method a special fuzzy based color model for object is employed. Then comparison of mean value of reference and candidate window in the proposed color space is utilized for tracking of objects. Some of the morphological operation is also used to provide a unit region for object location in the fuzzy based color space. Experimental results indicate that the algorithm is efficient in dealing with partial occlusion.
引用
收藏
页码:120 / 125
页数:6
相关论文
共 22 条
[1]   EigenTracking: Robust matching and tracking of articulated objects using a view-based representation [J].
Black, MJ ;
Jepson, AD .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1998, 26 (01) :63-84
[2]  
Bradski GR, 1998, WORKSH APPL COMP VIS, V10, P214
[3]   Sequential Monte Carlo tracking by fusing multiple cues in video sequences [J].
Brasnett, Paul ;
Mihaylova, Lyudmila ;
Bull, David ;
Canagarajah, Nishan .
IMAGE AND VISION COMPUTING, 2007, 25 (08) :1217-1227
[4]  
Cheung GKM, 2003, PROC CVPR IEEE, P77
[5]   Visual capture and understanding of hand pointing actions in a 3-D environment [J].
Colombo, C ;
Del Bimbo, A ;
Valli, A .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2003, 33 (04) :677-686
[6]   Kernel-based object tracking [J].
Comaniciu, D ;
Ramesh, V ;
Meer, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (05) :564-577
[7]  
Comaniciu D, 2000, PROC CVPR IEEE, P142, DOI 10.1109/CVPR.2000.854761
[8]  
Darrell T, 2001, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL II, PROCEEDINGS, P628, DOI 10.1109/ICCV.2001.937685
[9]   Integrated person tracking using stereo, color, and pattern detection [J].
Darrell, T ;
Gordon, G ;
Harville, M ;
Woodfill, J .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2000, 37 (02) :175-185
[10]  
Du W, 2005, AVSS 2005: ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE, PROCEEDINGS, P165