Applications and limitations of current markerless motion capture methods for clinical gait biomechanics

L Wade, L Needham, P McGuigan, J Bilzon - PeerJ, 2022 - peerj.com
Background Markerless motion capture has the potential to perform movement analysis with
reduced data collection and processing time compared to marker-based methods. This …

Virtual reality solutions employing artificial intelligence methods: A systematic literature review

T Ribeiro de Oliveira, B Biancardi Rodrigues… - ACM Computing …, 2023 - dl.acm.org
Although there are methods of artificial intelligence (AI) applied to virtual reality (VR)
solutions, there are few studies in the literature. Thus, to fill this gap, we performed a …

Pose2Sim: An end-to-end workflow for 3D markerless sports kinematics—Part 1: Robustness

D Pagnon, M Domalain, L Reveret - Sensors, 2021 - mdpi.com
Being able to capture relevant information about elite athletes' movement “in the wild” is
challenging, especially because reference marker-based approaches hinder natural …

Estimating ground reaction forces from two-dimensional pose data: a biomechanics-based comparison of alphapose, blazepose, and openpose

M Mundt, Z Born, M Goldacre, J Alderson - Sensors, 2022 - mdpi.com
The adoption of computer vision pose estimation approaches, used to identify keypoint
locations which are intended to reflect the necessary anatomical landmarks relied upon by …

Markerless human pose estimation for biomedical applications: a survey

A Avogaro, F Cunico, B Rosenhahn… - Frontiers in Computer …, 2023 - frontiersin.org
Markerless Human Pose Estimation (HPE) proved its potential to support decision making
and assessment in many fields of application. HPE is often preferred to traditional marker …

Human joint skeleton tracking using multiple kinect azure

AA Saputra, ARA Besari… - 2022 International …, 2022 - ieeexplore.ieee.org
Development of human skeleton tracking requires high accuracy with affordable installation
to enlarge their applicability. This paper proposes human skeleton tracking using multiple …

Slackline training for Paralympic alpine sit skiers: development of human‐device multi‐joint coordination

K Liu, L Ji, D Capelli, Y Lu - … Journal of Medicine & Science in …, 2024 - Wiley Online Library
Purpose Para‐alpine sit skiers face unique challenges in balance control due to their
disabilities and the use of sit skis. This study assessed their multi‐joint coordination before …

[HTML][HTML] Validation of Automated Countermovement Vertical Jump Analysis: Markerless Pose Estimation vs. 3D Marker-Based Motion Capture System

J Aleksic, D Kanevsky, D Mesaroš… - Sensors (Basel …, 2024 - pmc.ncbi.nlm.nih.gov
This study aimed to validate the automated temporal analysis of countermovement vertical
jump (CMJ) using MMPose, a markerless pose estimation framework, by comparing it with …

Criterion validity of neural networks to assess lower limb motion during cycling

RR Bini, G Serrancoli, PRP Santiago… - Journal of sports …, 2023 - Taylor & Francis
The use of marker-less methods to automatically obtain kinematics of movement is
expanding but validity to high-velocity tasks such as cycling with the presence of the bicycle …

Systematic Review of Virtual Reality Solutions Employing Artificial Intelligence Methods

T Ribeiro de Oliveira, M Moura da Silva… - Proceedings of the 23rd …, 2021 - dl.acm.org
This paper first presents a systematic literature review of artificial intelligence (AI) methods
used in virtual reality (VR) solutions. Based on the systematic literature review, a …