[HTML][HTML] A deep learning system to monitor and assess rehabilitation exercises in home-based remote and unsupervised conditions
C Mennella, U Maniscalco, G De Pietro… - Computers in Biology …, 2023 - Elsevier
In the domain of physical rehabilitation, the progress in machine learning and the availability
of cost-effective motion capture technologies have paved the way for innovative systems …
of cost-effective motion capture technologies have paved the way for innovative systems …
Quantitative Upper Limb Impairment Assessment for Stroke Rehabilitation: A Review
With the number of people surviving a stroke soaring, automated upper limb impairment
assessment has been extensively investigated in the past decades since it lays the …
assessment has been extensively investigated in the past decades since it lays the …
[HTML][HTML] PAR-Net: An Enhanced Dual-Stream CNN–ESN Architecture for Human Physical Activity Recognition
IU Khan, JW Lee - Sensors, 2024 - mdpi.com
Physical exercise affects many facets of life, including mental health, social interaction,
physical fitness, and illness prevention, among many others. Therefore, several AI-driven …
physical fitness, and illness prevention, among many others. Therefore, several AI-driven …
EGCN++: A New Fusion Strategy for Ensemble Learning in Skeleton-Based Rehabilitation Exercise Assessment
Skeleton-based exercise assessment focuses on evaluating the correctness or quality of an
exercise performed by a subject. Skeleton data provide two groups of features (ie, position …
exercise performed by a subject. Skeleton data provide two groups of features (ie, position …
Analyzing Data Efficiency and Performance of Machine Learning Algorithms for Assessing Low Back Pain Physical Rehabilitation Exercises
Physical rehabilitation focuses on the improvement of body functions, usually after injury or
surgery. Patients undergoing rehabilitation often need to perform exercises at home without …
surgery. Patients undergoing rehabilitation often need to perform exercises at home without …
Cross-Modal Video to Body-joints Augmentation for Rehabilitation Exercise Quality Assessment
Exercise-based rehabilitation programs have been shown to enhance quality of life and
reduce mortality and rehospitalizations. AI-driven virtual rehabilitation programs enable …
reduce mortality and rehospitalizations. AI-driven virtual rehabilitation programs enable …
Exploring Feedback Generation in Automated Skeletal Movement Assessment: A Comprehensive Overview
T Hakim - arXiv preprint arXiv:2404.09359, 2024 - arxiv.org
The application of machine-learning solutions to movement assessment from skeleton
videos has attracted significant research attention in recent years. This advancement has …
videos has attracted significant research attention in recent years. This advancement has …
[HTML][HTML] LightPRA: A Lightweight Temporal Convolutional Network for Automatic Physical Rehabilitation Exercise Assessment
Research evidence shows that physical rehabilitation exercises prescribed by medical
experts can assist in restoring physical function, improving life quality, and promoting …
experts can assist in restoring physical function, improving life quality, and promoting …
[HTML][HTML] Automatic rehabilitation assessment method of upper limb motor function based on posture and distribution force
J Bai, G Li, X Lu, X Wen - Frontiers in Neuroscience, 2024 - frontiersin.org
The clinical rehabilitation assessment methods for hemiplegic upper limb motor function are
often subjective, time-consuming, and non-uniform. This study proposes an automatic …
often subjective, time-consuming, and non-uniform. This study proposes an automatic …
Rehabilitation Exercise Quality Assessment through Supervised Contrastive Learning with Hard and Soft Negatives
Exercise-based rehabilitation programs have proven to be effective in enhancing the quality
of life and reducing mortality and rehospitalization rates. AI-driven virtual rehabilitation …
of life and reducing mortality and rehospitalization rates. AI-driven virtual rehabilitation …