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

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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.

Seoik Jung, Taekyung Song• 2025

Related benchmarks

TaskDatasetResultRank
Car Object CountingCARPK (test)
MAE4.01
116
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