A Particle based 6-GLMB Filter for MTT with a Single Thermal Camera

In autonomous vehicle systems, imaging sensors play a critical role in environmental perception, particularly under low-visibility conditions. This paper introduces a method for tracking objects using a single thermal camera. By employing a particle based <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\delta$</tex> -GLMB Filter, we achieve accurate tracking of the directional movements of objects. Although constrained to angular only measurements by the use of a single camera, this study represents an initial investigation into the integration of thermal cameras with <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\delta$</tex> -GLMB filtering for object tracking, laying the groundwork for future advances in this area.

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Published
2024-11-26
DOI
https://doi.org/10.1109/iccais63750.2024.10814580
Primary Topic
Infrared Target Detection Methodologies
Type
article
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article

A Particle based 6-GLMB Filter for MTT with a Single Thermal Camera

Leonardo Cament, Martin Adams, Benjamin Thedy
Infrared Target Detection Methodologies
article

A Particle based 6-GLMB Filter for MTT with a Single Thermal Camera

Leonardo Cament, Martin Adams, Benjamin Thedy
article en

Abstract

In autonomous vehicle systems, imaging sensors play a critical role in environmental perception, particularly under low-visibility conditions. This paper introduces a method for tracking objects using a single thermal camera. By employing a particle based <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\delta$</tex> -GLMB Filter, we achieve accurate tracking of the directional movements of objects. Although constrained to angular only measurements by the use of a single camera, this study represents an initial investigation into the integration of thermal cameras with <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$\delta$</tex> -GLMB filtering for object tracking, laying the groundwork for future advances in this area.

University of Chile (CL)
Affordable and clean energy
Openalex Percentile: Top 58%
Infrared Target Detection Methodologies
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