An adaptive mean shift particle filter for moving objects tracking

被引：61

作者：

Wang Xun ^{[1
]}

Zha Yufei ^{[1
]}

Bi Duyan ^{[1
]}

机构：

[1] Air Force Engn Univ, Signal & Informat Proc Lab, Engn Coll, Xian 710038, Peoples R China

来源：

27TH INTERNATIONAL CONGRESS ON HIGH SPEED PHOTOGRAPHY AND PHOTONICS, PRTS 1-3 | 2007年 / 6279卷

关键词：

particle filter; mean shift; color-based tracking;

D O I：

10.1117/12.725431

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

In this paper, we integrate mean shift algorithm into the particle filter as the proposal distribution, and adaptively modify the tracking step according to the process of mean shift algorithm. It can be used through the searching for the most matching region with the feature, such as color, texture, etc, which should first be drawn from the targets. Experiments show that it is an efficient and powerful method for tracking fast moving objects in clutter even with occlusions.

引用

页数：7

共 14 条

[1] Optical flow estimation and moving object segmentation based on median radial basis function network [J].

Bors, AG ;

Pitas, I .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (05) :693-702

[2] Tracking multiple moving objects using a level-set method [J].

Chang, CJ ;

Hsieh, JW ;

Chen, YS ;

Hu, WF .

INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2004, 18 (02) :101-125

[3]

Comaniciu D, 2000, PROC CVPR IEEE, P142, DOI 10.1109/CVPR.2000.854761

[4]

GREIFFENHAGEN M, 2002, IEEE C COMP VIS PATT, V2, P335

[5] Simultaneous estimation of optical flow and heat transport in infrared image sequences [J].

Haussecker, HW .

IEEE WORKSHOP ON COMPUTER VISION BEYOND THE VISIBLE SPECTRUM: METHODS AND APPLICATIONS, PROCEEDINGS, 2000, :85-93

[6]

HUE CP, 2002, EUR C COMP VIS 1, V2350, P661

[7] DIVERGENCE AND BHATTACHARYYA DISTANCE MEASURES IN SIGNAL SELECTION [J].

KAILATH, T .

IEEE TRANSACTIONS ON COMMUNICATION TECHNOLOGY, 1967, CO15 (01) :52-&

[8] A Bayesian EM algorithm for optimal tracking of a maneuvering target in clutter [J].

Logothetis, A ;

Krishnamurthy, V ;

Holst, J .

SIGNAL PROCESSING, 2002, 82 (03) :473-490

[9]

MENSER B, 2000, IEEE C SIGNALS SYSTE, V1, P49

[10] Level set analysis for leukocyte detection and tracking [J].

Mukherjee, DP ;

Ray, N ;

Acton, ST .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) :562-572

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