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Why Do VLMs Fail at Remote Physiological Measurement? Rethinking with Physiological Grounding and Numerical Alignment

Video-based remote physiological measurement (RPM) has broad applications, while Vision-Language Models (VLMs) provide a promising opportunity to enable end-to-end physiological monitoring for future human-aware intelligent systems.

By Xiao Yang, Zekun Zhang, Yuxuan Fan, Duoxun Tang, Ziyang Liu, Dengbo He, Kaishun Wu, Jiyao WangarXiv - cs.CV (CV)

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Originally published by arXiv - cs.CV (CV) on Oct 15, 2026.

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