JOURNAL ARTICLE

Real-Time Visual Tracking Using Geometric Active Contours and Particle Filters

Jincheol HaEric N. JohnsonAllen Tannenbaum

Year: 2008 Journal:   Journal of Aerospace Computing Information and Communication Vol: 5 (10)Pages: 361-379   Publisher: American Institute of Aeronautics and Astronautics

Abstract

Image processing and flltering are essential elements for the visual tracking system in an unmanned aerial vehicle. This paper presents visual tracking methodology based on particle flltering in the framework of a fast implementation of the Chan-Vese active contour model. The fast implementation greatly improves the computational time of the segmentation process. We have tested particle flltering using this fast active contour model, and the flltering algorithm has shown the ability to robustly track an aerial target under varied conditions. The computational speed of the algorithm has allowed us to employ it for formation ∞ight among UAVs. We have also demonstrated the utility of the flltering algorithm for multiple target tracking in the presence of occlusions.

Keywords:
Tracking (education) Computer vision Particle filter Computer science Artificial intelligence Particle (ecology) Computer graphics (images) Physics Geometry Mathematics Filter (signal processing) Geology

Metrics

10
Cited By
1.14
FWCI (Field Weighted Citation Impact)
36
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering

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