Haoliang Meng

2 accepted papers

2025

Free Lunch Enhancements for Multi-modal Crowd Counting

Haoliang Meng, Xiaopeng Hong, Zhengqin Lai, Miao Shang

CVPR 2025poster

This paper addresses multi-modal crowd counting with a novel `free lunch' training enhancement strategy that requires no additional data, parameters, or increased inference complexity. First, we introduce a cross-modal alignment technique as a plug-in post-processing step for the pre-trained backbon…

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2024

Multi-modal Crowd Counting via a Broker Modality

Haoliang Meng, Xiaopeng Hong*, Chenhao Wang, Miao Shang, Wangmeng Zuo

ECCV 2024poster

"Multi-modal crowd counting involves estimating crowd density from both visual and thermal/depth images. This task is challenging due to the significant gap between these distinct modalities. In this paper, we propose a novel approach by introducing an auxiliary broker modality and on this basis fra…

Cited by 6 Source ↗PDF ↗code ↗Scholar ↗