Deep learning approaches for seizure video analysis: A review

D Ahmedt-Aristizabal, MA Armin, Z Hayder… - Epilepsy & Behavior, 2024 - Elsevier
Seizure events can manifest as transient disruptions in the control of movements which may
be organized in distinct behavioral sequences, accompanied or not by other observable …

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 …

Assessing physical abilities of sarcopenia patients using gait analysis and smart insole for development of digital biomarker

S Kim, S Park, S Lee, SH Seo, HS Kim, Y Cha… - Scientific Reports, 2023 - nature.com
The aim of this study is to compare variable importance across multiple measurement tools,
and to use smart insole and artificial intelligence (AI) gait analysis to create variables that …

Unified end-to-end YOLOv5-HR-TCM framework for automatic 2D/3D human pose estimation for real-time applications

HC Nguyen, TH Nguyen, R Scherer, VH Le - Sensors, 2022 - mdpi.com
Three-dimensional human pose estimation is widely applied in sports, robotics, and
healthcare. In the past five years, the number of CNN-based studies for 3D human pose …

Clinical gait analysis using video-based pose estimation: multiple perspectives, clinical populations, and measuring change

J Stenum, MM Hsu, AY Pantelyat… - PLOS Digital …, 2024 - journals.plos.org
Gait dysfunction is common in many clinical populations and often has a profound and
deleterious impact on independence and quality of life. Gait analysis is a foundational …

Computer vision-based assessment of autistic children: Analyzing interactions, emotions, human pose, and life skills

VG Prakash, M Kohli, S Kohli, AP Prathosh… - IEEE …, 2023 - ieeexplore.ieee.org
In this paper, the proposed work implements and tests the computer vision applications to
perform the skill and emotion assessment of children with Autism Spectrum Disorder (ASD) …

Accuracy of video-based gait analysis using pose estimation during treadmill walking versus overground walking in persons after stroke

K John, J Stenum, CC Chiang, MA French… - Physical …, 2024 - academic.oup.com
Objective Video-based pose estimation is an emerging technology that shows significant
promise for improving clinical gait analysis by enabling quantitative movement analysis with …

Enabling gait analysis in the telemedicine practice through portable and accurate 3D human pose estimation

E Martini, M Boldo, S Aldegheri, N Valè… - Computer Methods and …, 2022 - Elsevier
Human pose estimation (HPE) through deep learning-based software applications is a trend
topic for markerless motion analysis. Thanks to the accuracy of the state-of-the-art …

Discovering individual-specific gait signatures from data-driven models of neuromechanical dynamics

TS Winner, MC Rosenberg, K Jain… - PLOS Computational …, 2023 - journals.plos.org
Locomotion results from the interactions of highly nonlinear neural and biomechanical
dynamics. Accordingly, understanding gait dynamics across behavioral conditions and …

Opportunities for improving motor assessment and rehabilitation after stroke by leveraging video-based pose estimation

KM Cherry-Allen, MA French, J Stenum… - American Journal of …, 2023 - journals.lww.com
Stroke is a leading cause of long-term disability in adults in the United States. As the
healthcare system moves further into an era of digital medicine and remote monitoring …