JOURNAL ARTICLE

Integrating Features for Man-made Target Tracking from FLIR Image Sequence Using Particle Filter

Abstract

A new man-made target tracking algorithm integrating features from (Forward Looking InfraRed) image sequence is presented based on particle filter. Firstly, a multiscale \nfractal feature is used to enhance targets in FLIR images. \nSecondly, the gray space feature is defined by Bhattacharyya \ndistance between intensity histograms of the reference target and a sample target from MFF (Multi-scale Fractal Feature) image. Thirdly, the motion feature is obtained by differencing between two MFF images. Fourthly, a fusion coefficient can be automatically obtained by online feature selection method for features integrating based on fuzzy logic. Finally, a particle filtering framework is developed to fulfill the target tracking. Experimental results have shown that the proposed algorithm can accurately track weak or small man-made target in FLIR images with complicated background. The algorithm is effective, robust and satisfied to real time tracking.

Keywords:
Artificial intelligence Bhattacharyya distance Computer vision Particle filter Computer science Tracking (education) Feature (linguistics) Pattern recognition (psychology) Histogram Feature vector Filter (signal processing) Fractal Image (mathematics) Mathematics

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Topics

Advanced Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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