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VMamba-Crowd: Bridging multi-scale features from Visual Mamba for weakly-supervised crowd counting

delete2025-08-29
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PRE
AI
Z
Zhanqiang Huo
C
Chunxin Yuan
K
Kunwei Zhang
Y
Yingxu Qiao *
F
Fen Luo
DOI:10.1016/j.patrec.2025.08.005delete
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Abstract

Abstract

En 中文
• We introduce Visual Mamba into weakly-supervised crowd counting for the first time. • We propose an Adjacent-scale Progressive Bridging Module APBM. • Using coordinated attention to process bridging features. • Our method outperforms most existing weakly-supervised crowd counting networks.
Keywords:
Visual Mamba
weakly-supervised crowd counting
Adjacent-scale Progressive Bridging Module
coordinated attention
crowd counting networks

Journal

Pattern Recognition Letters cover
Pattern Recognition Letters
IF:
3.3
Papers:
7.9K
Citations:
1.6W

Organization

H
henan polytechnic university
Scholars:
1.2W
Papers: 7.2K
Citations: 5