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The MHAD dataset was jointly collected by JD Health, Huazhong University of Science and Technology, and Zhejiang University. It is the first multimodal dataset captured in real home environments, featuring multiple camera angles and a wide range of household scenarios. It includes the most comprehensive set of physiological signals to date and is a valuable resource for computer vision, machine learning, and biomedical engineering research.