Analysis of big data in gait biomechanics: Current trends and future directions

A Phinyomark, G Petri, E Ibáñez-Marcelo… - Journal of medical and …, 2018 - Springer
The increasing amount of data in biomechanics research has greatly increased the
importance of developing advanced multivariate analysis and machine learning techniques …

Recent developments in human gait research: parameters, approaches, applications, machine learning techniques, datasets and challenges

C Prakash, R Kumar, N Mittal - Artificial Intelligence Review, 2018 - Springer
Human gait provides a way of locomotion by combined efforts of the brain, nerves, and
muscles. Conventionally, the human gait has been considered subjectively through visual …

Intra-class variations with deep learning-based gait analysis: A comprehensive survey of covariates and methods

A Parashar, RS Shekhawat, W Ding, I Rida - Neurocomputing, 2022 - Elsevier
Gait recognition is an essential biometric technique that recognizes humans at a distance
through their unique walking style. In the present era of deep learning, automated gait …

A comprehensive survey on gait analysis: History, parameters, approaches, pose estimation, and future work

D Sethi, S Bharti, C Prakash - Artificial Intelligence in Medicine, 2022 - Elsevier
Human gait is a periodic motion of body segments—the analysis of motion and related
studies is termed gait analysis. Gait Analysis has gained much popularity because of its …

Gait biomechanics in the era of data science

R Ferber, ST Osis, JL Hicks, SL Delp - Journal of biomechanics, 2016 - Elsevier
Data science has transformed fields such as computer vision and economics. The ability of
modern data science methods to extract insights from large, complex, heterogeneous, and …

Gait analysis: Systems, technologies, and importance

MD Akhtaruzzaman, AA Shafie… - Journal of Mechanics in …, 2016 - World Scientific
Human gait is the identity of a person's style and quality of life. Reliable cognition of gait
properties over time, continuous monitoring, accuracy of evaluation, and proper analysis of …

[PDF][PDF] Human gait and clinical movement analysis

ZO Abu-Faraj, GF Harris, PA Smith… - Wiley Encyclopedia of …, 2015 - researchgate.net
Human locomotion is an acquired yet complex behavior requiring little thought during
routine activities. It involves the integration of intricate sensory information within the nervous …

[HTML][HTML] A survey of human gait-based artificial intelligence applications

EJ Harris, I 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 …

Recent use of deep learning techniques in clinical applications based on gait: a survey

Y Matsushita, DT Tran, H Yamazoe… - … of Computational Design …, 2021 - academic.oup.com
Gait analysis has been studied for a long time and applied to fields such as security, sport,
and medicine. In particular, clinical gait analysis has played a significant role in improving …

Enhancing the ability of gait analyses to differentiate between groups: scaling gait data to body size

MR Pierrynowski, V Galea - Gait & posture, 2001 - Elsevier
One goal of gait analysis is to distinguish clearly between a set of abnormal gait values
measured from a patient referenced to a comparable population. However, the comparable …