Car Object Counting and Position Estimation via Extension of the CLIP-EBC Framework

In this paper, we investigate the applicability of the CLIP-EBC framework, originally designed for crowd counting, to car object counting using the CARPK dataset. Experimental results show that our model achieves second-best performance compared to existing methods. In addition, we propose a K-means weighted clustering method to estimate object positions based on predicted density maps, indicating the framework's potential extension to localization tasks.

Publication Details

Journal
ArXiv.org
Published
2025-07-11
Primary Topic
Video Surveillance and Tracking Methods
Type
article
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article

Car Object Counting and Position Estimation via Extension of the CLIP-EBC Framework

ArXiv.org
Video Surveillance and Tracking Methods
article

Car Object Counting and Position Estimation via Extension of the CLIP-EBC Framework

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Abstract

In this paper, we investigate the applicability of the CLIP-EBC framework, originally designed for crowd counting, to car object counting using the CARPK dataset. Experimental results show that our model achieves second-best performance compared to existing methods. In addition, we propose a K-means weighted clustering method to estimate object positions based on predicted density maps, indicating the framework's potential extension to localization tasks.

ArXiv.org
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Video Surveillance and Tracking Methods
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Car Object Counting and Position Estimation via Extension of the CLIP-EBC Framework · ArXiv.org (2025) | TGRS Research Map | TGRS