Role of machine learning in gait analysis: a review

P Khera, N Kumar - Journal of Medical Engineering & Technology, 2020‏ - Taylor & Francis
Human biomechanics and gait form an integral part of life. The gait analysis involves a large
number of interdependent parameters that were difficult to interpret due to a vast amount of …

Deep learning for quantified gait analysis: a systematic literature review

A Khan, O Galarraga, S Garcia-Salicetti… - IEEE Access, 2024‏ - ieeexplore.ieee.org
Over the past few years, there has been notable advancement in the field of Quantified Gait
Analysis (QGA), thanks to machine learning techniques. QGA and gait prediction are areas …

Normal and pathological gait classification LSTM model

M Khokhlova, C Migniot, A Morozov… - Artificial intelligence in …, 2019‏ - Elsevier
Computer vision-based clinical gait analysis is the subject of permanent research. However,
there are very few datasets publicly available; hence the comparison of existing methods …

Calibrated and synchronized multi-view video and motion capture dataset for evaluation of gait recognition

B Kwolek, A Michalczuk, T Krzeszowski… - Multimedia Tools and …, 2019‏ - Springer
We introduce synchronized and calibrated multi-view video and motion capture dataset for
motion analysis and gait identification. The 3D gait dataset consists of 166 data sequences …

A review on the use of Microsoft Kinect for gait abnormality and postural disorder assessment

A Bawa, K Banitsas, M Abbod - Journal of Healthcare …, 2021‏ - Wiley Online Library
Gait and posture studies have gained much prominence among researchers and have
attracted the interest of clinicians. The ability to detect gait abnormality and posture disorder …

Representation, analysis, and recognition of 3D humans: A survey

S Berretti, M Daoudi, P Turaga, A Basu - ACM Transactions on …, 2018‏ - dl.acm.org
Computer Vision and Multimedia solutions are now offering an increasing number of
applications ready for use by end users in everyday life. Many of these applications are …

[HTML][HTML] A global bibliometric and visualized analysis of gait analysis and artificial intelligence research from 1992 to 2022

T Bao, J Gao, J Wang, Y Chen, F Xu… - Frontiers in Robotics …, 2023‏ - frontiersin.org
Gait is an important basic function of human beings and an integral part of life. Many mental
and physical abnormalities can cause noticeable differences in a person's gait. Abnormal …

Human gait analysis using machine learning: A review

SM Alfayeed, BS Saini - 2021 International Conference on …, 2021‏ - ieeexplore.ieee.org
The gait analysis is interpreted to include an overwhelming number of interrelated
parameters, which, due to the high volume of data and their relationships and is difficult to …

Enhanced skeleton and face 3D data for person re-identification from depth cameras

P Pala, L Seidenari, S Berretti, A Del Bimbo - Computers & Graphics, 2019‏ - Elsevier
Person re-identification is typically performed using 2D still images or videos, where
photometric appearance is the main visual cue used to discover the presence of a target …

Gait recognition from motion capture data

M Balazia, P Sojka - ACM Transactions on Multimedia Computing …, 2018‏ - dl.acm.org
Gait recognition from motion capture data, as a pattern classification discipline, can be
improved by the use of machine learning. This article contributes to the state of the art with a …