Abstract: Highlights•Proposes CSCA, a plug-and-play module for multimodal crowd counting and segmentation.•Introduces efficient spatial attention and channel recalibration for better performance.•Achieves state-of-the-art in RGB-Depth, RGB-Thermal, and RGB-Polarization scenarios.
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