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Validation of Multiple Visitor Tracking with a Laser Rangefinder Using SMC Implementation of PHD Filter | IEEE Conference Publication | IEEE Xplore

Validation of Multiple Visitor Tracking with a Laser Rangefinder Using SMC Implementation of PHD Filter


Abstract:

In this study, the goal is to verify the accuracy of tracking multiple visitors using a laser rangefinder with a Sequential Monte Carlo (SMC) implementation of a Probabil...Show More

Abstract:

In this study, the goal is to verify the accuracy of tracking multiple visitors using a laser rangefinder with a Sequential Monte Carlo (SMC) implementation of a Probability Hypothesis Density (PHD) filter. The feature of our method is using only a laser rangefinder. It is difficult to track multiple visitors using only a laser rangefinder for visitor measurement. However, this method is better to the method using cameras in viewpoint of privacy protection. The use of a PHD filter is also discussed to consider the variation of the number of visitors. In the results of the numerical experiment, the estimated number of visitors was compared with the actual number of visitors. From the comparison results, the PHD method suppressed the effect of occlusion compared with detection only. seems However, the errors at each time step slightly increased. The results of the experiment will be used to examine future challenges to improve accuracy.
Date of Conference: 29 November 2022 - 02 December 2022
Date Added to IEEE Xplore: 04 January 2023
ISBN Information:
Conference Location: Ise, Japan

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