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Updated: Jul 9, 2025

Paw-Print Analysis of Contrast-Enhanced Recordings PrAnCER: A Low-Cost, Open-Access Automated Gait Analysis System for Assessing Motor Deficits
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Pathological Gait Analysis With an Open-Source Cloud-Enabled Platform Empowered by Semi-Supervised

Ming-Yang Ho, Ming-Che Kuo, Ciao-Sin Chen

    IEEE Journal of Biomedical and Health Informatics
    |December 8, 2023
    PubMed
    Summary
    This summary is machine-generated.

    PathoOpenGait offers a novel, open-source cloud platform for affordable gait analysis, crucial for neurodegenerative diseases like Parkinson's. This system provides precise gait parameter monitoring for improved patient care and clinical research.

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    Area of Science:

    • Biomedical Engineering
    • Clinical Neurology
    • Computational Science

    Background:

    • Gait assessment is vital for diagnosing and monitoring neurodegenerative diseases.
    • Current gait analysis methods lack affordability and efficiency.
    • Need for accessible, precise tools for continuous patient monitoring.

    Purpose of the Study:

    • Introduce PathoOpenGait, a cloud-based platform for comprehensive gait analysis.
    • Develop and validate algorithms for accurate gait parameter estimation.
    • Demonstrate clinical applicability in Parkinson's disease patients.

    Main Methods:

    • Utilized 2D and 3D data from a binocular 3D camera.
    • Employed semi-supervised learning-boosted neural networks for turn time estimation.
    • Applied deterministic algorithms for gait parameter calculation.
    • Validated algorithms on annotated gait records and clinical patient data.

    Main Results:

    • Achieved high precision and consistency in gait parameter estimation.
    • Successfully demonstrated the platform's utility in analyzing gait trials from Parkinson's patients.
    • PathoOpenGait provides a user-friendly interface for continuous monitoring.

    Conclusions:

    • PathoOpenGait is the first open-source, cloud-based gait analysis system.
    • Offers a cost-effective and accessible solution for clinicians and patients.
    • Potential to revolutionize gait assessment in neurodegenerative disease management.