ArticleJournal of neuroengineering and rehabilitation2021
Concurrent validity of human pose tracking in video for measuring gait parameters in older adults: a preliminary analysis with multiple trackers, viewing angles, and walking directions.
Article in Journal of neuroengineering and rehabilitation, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05366114 (Assessing the Feasibility of a Smartphone-based, Machine Learning Visual Imaging Application for Assessment of Hyperextensibility of Peripheral Joints in Ehlers Danlos Syndrome), which is not on this map. Cited by 19 papers.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Assessing the Feasibility of a Smartphone-based, Machine Learning Visual Imaging Application for Assessment of Hyperextensibility of Peripheral Joints in Ehlers Danlos Syndrome
Who cites it
19 citing papers in PubMed, 47 citations in OpenAlex.
- Evaluation Protocols and Validation for Cameras in Indoor Healthcare Monitoring.Sensors (Basel, Switzerland) · 2026Article
- Deep learning-based physical exercise assessment of older adults using single-camera videos.PLOS digital health · 2026Article
- Validity of multiple human pose estimation tools for measuring knee impact angles in video-captured falls of older adults.PloS one · 2026Article
- Validity of a Convolutional Neural Network-Based, Markerless Pose Estimation System Compared to a Marker-Based 3D Motion Analysis System for Gait Assessment-A Pilot Study.Sensors (Basel, Switzerland) · 2025Article
- Article
- Comparing the Accuracy of Markerless Motion Analysis and Optoelectronic System for Measuring Gait Kinematics of Lower Limb.Bioengineering (Basel, Switzerland) · 2025Article
- Influence of the Camera Viewing Angle on OpenPose Validity in Motion Analysis.Sensors (Basel, Switzerland) · 2025Article
- How accurately can we estimate spontaneous body kinematics from video recordings? Effect of movement amplitude on OpenPose accuracy.Behavior research methods · 2025Article
- Development and Assessment of Artificial Intelligence-Empowered Gait Monitoring System Using Single Inertial Sensor.Sensors (Basel, Switzerland) · 2024Article
- Integrating OpenPose and SVM for Quantitative Postural Analysis in Young Adults: A Temporal-Spatial Approach.Bioengineering (Basel, Switzerland) · 2024Article
- Detecting the symptoms of Parkinson's disease with non-standard video.Journal of neuroengineering and rehabilitation · 2024Article
- Clinical gait analysis using video-based pose estimation: Multiple perspectives, clinical populations, and measuring change.PLOS digital health · 2024Article
- Machine learning-based gait analysis to predict clinical frailty scale in elderly patients with heart failure.European heart journal. Digital health · 2024Article
- Camera- and Viewpoint-Agnostic Evaluation of Axial Postural Abnormalities in People with Parkinson's Disease through Augmented Human Pose Estimation.Sensors (Basel, Switzerland) · 2023Article
- Integrated software for multi-dimensional analysis of motion using tracking, electrophysiology, and sensor signals.Frontiers in bioengineering and biotechnology · 2023Article
- The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults' walking.Scientific data · 2022Article
- 2D Gait Skeleton Data Normalization for Quantitative Assessment of Movement Disorders from Freehand Single Camera Video Recordings.Sensors (Basel, Switzerland) · 2022Article
- Identifying the Posture of Young Adults in Walking Videos by Using a Fusion Artificial Intelligent Method.Biosensors · 2022Article
- Concurrent Validity of Zeno Instrumented Walkway and Video-Based Gait Features in Adults With Parkinson's Disease.IEEE journal of translational engineering in health and medicine · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMany of the available gait monitoring technologies are expensive, require specialized expertise, are time consuming to use, and are not widely available for clinical use. The advent of video-based pose tracking provides an opportunity for inexpensive automated analysis of human walking in older adults using video cameras. However, there is a need to validate gait parameters calculated by these algorithms against gold standard methods for measuring human gait data in this population.
methodsWe compared quantitative gait variables of 11 older adults (mean age = 85.2) calculated from video recordings using three pose trackers (AlphaPose, OpenPose, Detectron) to those calculated from a 3D motion capture system. We performed comparisons for videos captured by two cameras at two different viewing angles, and viewed from the front or back. We also analyzed the data when including gait variables of individual steps of each participant or each participant's averaged gait variables.
resultsOur findings revealed that, i) temporal (cadence and step time), but not spatial and variability gait measures (step width, estimated margin of stability, coefficient of variation of step time and width), calculated from the video pose tracking algorithms correlate significantly to that of motion capture system, and ii) there are minimal differences between the two camera heights, and walks viewed from the front or back in terms of correlation of gait variables, and iii) gait variables extracted from AlphaPose and Detectron had the highest agreement while OpenPose had the lowest agreement.
conclusionsThere are important opportunities to evaluate models capable of 3D pose estimation in video data, improve the training of pose-tracking algorithms for older adult and clinical populations, and develop video-based 3D pose trackers specifically optimized for quantitative gait measurement.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.