Uncertainty-aware ensemble model for stride length estimation in gait analysis

Published: 01 Jan 2024, Last Modified: 12 Nov 2024Expert Syst. Appl. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A Heteroscedastic Neural Network for stride length prediction with uncertainty.•A novel training approach that focuses on an individual’s average stride length.•Estimation of each stride length and the overall distribution.•Rigorous separation of data at the object level for evaluation purposes.
Loading

OpenReview is a long-term project to advance science through improved peer review with legal nonprofit status. We gratefully acknowledge the support of the OpenReview Sponsors. © 2025 OpenReview