Gait stability prediction through synthetic time-series and vision-based data

Gait stability prediction through synthetic time-series and vision-based data

IntroductionGait stability assessment in older adults is challenged by limited data availability and measurement complexity, particularly among vulnerable populations and in limited resource settings. We address three research questions: (1) can synthetic data accurately replicate the statistical pr...

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Bibliographic Details
Main Authors: Mauricio C. Cordeiro, Ciaran O. Cathain, Vitor B. Nascimento, Thiago B. Rodrigues
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Sports and Active Living
Subjects:
synthetic data
gait stability
computer vision
SHAP values
MediaPipe pose estimation
Online Access:https://www.frontiersin.org/articles/10.3389/fspor.2025.1646146/full
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