Target Tracking Based on Multiple Feature and Particle Swarm Optimization

被引:0
作者
Ma, Jinlin [1 ]
Kang, Baosheng [1 ]
Ma, Ziping [1 ]
机构
[1] Northwest Univ, Inst Informat Sci & Technol, Xian, Peoples R China
来源
2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP) | 2012年
关键词
Target tracking; Local binary Pattern; Gradient magnitude; Phase congruent; Particle swarm Optimization;
D O I
暂无
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
In this paper a new algorithm is proposed based on multiple feature and particle swarm optimization for target tracking. The multiple feature includes local binary pattern (LBP), phase congruent (PC) and gradient magnitude(GM). This method not only can make use of contrast invariance of phase congruent, but also can fully utilize the rotation invariance of local binary pattern. Compared with the traditional histograms, the proposed algorithm extracts effectively the edge and corner feature in the target region, which characterizes better and more robustly represents the target. The experiments show that the proposed method in this paper is more accurate and more efficient in tracking objective than the traditional algorithms.
引用
收藏
页码:745 / 749
页数:5
相关论文
共 14 条
[1]   Object tracking in videos using adaptive mixture models and active contours [J].
Allili, Mohand Said ;
Ziou, Djemel .
NEUROCOMPUTING, 2008, 71 (10-12) :2001-2011
[2]   Texture classification using wavelet transform [J].
Arivazhagan, S ;
Ganesan, L .
PATTERN RECOGNITION LETTERS, 2003, 24 (9-10) :1513-1521
[3]   A shape-based voting algorithm for pedestrian detection and tracking [J].
Assheton, P. ;
Hunter, A. .
PATTERN RECOGNITION, 2011, 44 (05) :1106-1120
[4]   A Completed Modeling of Local Binary Pattern Operator for Texture Classification [J].
Guo, Zhenhua ;
Zhang, Lei ;
Zhang, David .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (06) :1657-1663
[5]   Representation of Cross-Frequency Spatial Phase Relationships in Human Visual Cortex [J].
Henriksson, Linda ;
Hyvarinen, Aapo ;
Vanni, Simo .
JOURNAL OF NEUROSCIENCE, 2009, 29 (45) :14342-14351
[6]   Object reacquisition using invariant appearance model [J].
Kang, JM ;
Cohen, I ;
Medioni, G .
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, 2004, :759-762
[7]   Phase congruence measurement for image similarity assessment [J].
Liu, Zheng ;
Laganiere, Robert .
PATTERN RECOGNITION LETTERS, 2007, 28 (01) :166-172
[8]   ROBUST OBJECT TRACKING USING JOINT COLOR-TEXTURE HISTOGRAM [J].
Ning, Jifeng ;
Zhang, Lei ;
Zhang, David ;
Wu, Chengke .
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2009, 23 (07) :1245-1263
[9]   Perceptually uniform color spaces for color texture analysis: An empirical evaluation [J].
Paschos, G .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (06) :932-937
[10]   Motion tracking as a constrained optimization problem [J].
Veenman, CJ ;
Reinders, MJT ;
Backer, E .
PATTERN RECOGNITION, 2003, 36 (09) :2049-2067