Answers are grounded in this paper and cite their sources.
Pilot study demonstrates relationship between gait videos and psychological states using machine learning methods.
Measuring an individual's psychological state from gait videos is an important challenge. Currently, the relationship between a gait video and the psychological state is not clear, it is difficult to measure the psychological state from the video. Therefore, this study aims to investigate the relationship using machine learning. We propose developing the psychological state classification model that utilizes masked time-series modeling and human body keypoints obtained from human pose estimation. The results of two prediction models indicated that some psychological scales are related to the gait video.
No takes yet. Share an insight, caveat, or question.
Katsuragi et al. (2025) studied this question.
Synapse has enriched 8 closely related papers on similar clinical questions. Consider them for comparative context: