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October 3, 2025Open Access

ProGait: A Multi-Purpose Video Dataset and Benchmark for Transfemoral Prosthesis Users

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Authors

XYXiangyu YinArgonne National LaboratoryBYBoyi YangUniversity of British ColumbiaWLWeichen LiuNanjing Medical University

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Overview

Dataset supports gait analysis and machine learning tasks in transfemoral prosthesis users, highlighting improved model performance.

Key Points

  • The ProGait dataset enhances gait analysis for transfemoral prosthesis users, improving gait pattern detection.
  • With 412 video clips from four amputees, the dataset aids in various vision tasks like gait analysis and pose estimation.
  • Comparison with pre-trained models shows increased generalizability in tasks specific to prosthesis users.
  • Benchmark tasks and baseline models are presented, illustrating ProGait's practical application for rehabilitation.

Cite This Study

Yin et al. (2025) studied this question.

synapsesocial.com/papers/68e040e5a99c246f578b2e91https://doi.org/10.48550/arxiv.2507.10223
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