A systematic review of the applications of markerless motion capture (MMC) technology for clinical measurement in rehabilitation
Background Markerless motion capture (MMC) technology has been developed to avoid the
need for body marker placement during motion tracking and analysis of human movement …
need for body marker placement during motion tracking and analysis of human movement …
Applications of pose estimation in human health and performance across the lifespan
The emergence of pose estimation algorithms represents a potential paradigm shift in the
study and assessment of human movement. Human pose estimation algorithms leverage …
study and assessment of human movement. Human pose estimation algorithms leverage …
Deep neural networks enable quantitative movement analysis using single-camera videos
Many neurological and musculoskeletal diseases impair movement, which limits people's
function and social participation. Quantitative assessment of motion is critical to medical …
function and social participation. Quantitative assessment of motion is critical to medical …
Two-dimensional video-based analysis of human gait using pose estimation
Human gait analysis is often conducted in clinical and basic research, but many common
approaches (eg, three-dimensional motion capture, wearables) are expensive, immobile …
approaches (eg, three-dimensional motion capture, wearables) are expensive, immobile …
A survey of human gait-based artificial intelligence applications
EJ Harris, IH Khoo, E Demircan - Frontiers in Robotics and AI, 2022 - frontiersin.org
We performed an electronic database search of published works from 2012 to mid-2021 that
focus on human gait studies and apply machine learning techniques. We identified six key …
focus on human gait studies and apply machine learning techniques. We identified six key …
[HTML][HTML] Video-based pose estimation for gait analysis in stroke survivors during clinical assessments: a proof-of-concept study
Recent advancements in deep learning have produced significant progress in markerless
human pose estimation, making it possible to estimate human kinematics from single …
human pose estimation, making it possible to estimate human kinematics from single …
Verification of validity of gait analysis systems during treadmill walking and running using human pose tracking algorithm
M Ota, H Tateuchi, T Hashiguchi, N Ichihashi - Gait & Posture, 2021 - Elsevier
Background The human tracking algorithm called OpenPose can detect joint points and
measure segment and joint angles. However, the validity of gait analysis using OpenPose …
measure segment and joint angles. However, the validity of gait analysis using OpenPose …
Healthcare applications of single camera markerless motion capture: a scoping review
Background Single camera markerless motion capture has the potential to facilitate at home
movement assessment due to the ease of setup, portability, and affordable cost of the …
movement assessment due to the ease of setup, portability, and affordable cost of the …
Video-based analyses of Parkinson's disease severity: a brief review
Remote and objective assessment of the motor symptoms of Parkinson's disease is an area
of great interest particularly since the COVID-19 crisis emerged. In this paper, we focus on a) …
of great interest particularly since the COVID-19 crisis emerged. In this paper, we focus on a) …
Concurrent validity of human pose tracking in video for measuring gait parameters in older adults: a preliminary analysis with multiple trackers, viewing angles, and …
Background Many of the available gait monitoring technologies are expensive, require
specialized expertise, are time consuming to use, and are not widely available for clinical …
specialized expertise, are time consuming to use, and are not widely available for clinical …