A comprehensive analysis of the machine learning pose estimation models used in human movement and posture analyses: a narrative review
The accurate measurement and analysis of human movement are essential in fields ranging
from rehabilitation and neuroscience to sports science and ergonomics. Traditional …
from rehabilitation and neuroscience to sports science and ergonomics. Traditional …
Comprehensive study of driver behavior monitoring systems using computer vision and machine learning techniques
The flourishing realm of advanced driver-assistance systems (ADAS) as well as autonomous
vehicles (AVs) presents exceptional opportunities to enhance safe driving. An essential …
vehicles (AVs) presents exceptional opportunities to enhance safe driving. An essential …
Feasibility of 3d body tracking from monocular 2D video feeds in musculoskeletal telerehabilitation
C Clemente, G Chambel, DCF Silva, AM Montes… - Sensors, 2023 - mdpi.com
Musculoskeletal conditions affect millions of people globally; however, conventional
treatments pose challenges concerning price, accessibility, and convenience. Many …
treatments pose challenges concerning price, accessibility, and convenience. Many …
Computer vision for kinematic metrics of the drinking task in a pilot study of neurotypical participants
Assessment of the upper limb is critical to guiding the rehabilitation cycle. Drawbacks of
observation-based assessment include subjectivity and coarse resolution of ordinal scales …
observation-based assessment include subjectivity and coarse resolution of ordinal scales …
A multimodal model-fusion approach for improved prediction of freezing of gait in Parkinson's disease
Freezing of gait (FoG) is a widely observed movement disorder in patients with Parkinson's
disease (PD). Its prediction is crucial for effectively giving the cue to avoid FoG occurrence …
disease (PD). Its prediction is crucial for effectively giving the cue to avoid FoG occurrence …
A-GAS: A probabilistic approach for generating automated gait assessment score for cerebral palsy children
Gait disorders in children with cerebral palsy (CP) affect their mental, physical, economic,
and social lives. Gait assessment is one of the essential steps of gait management. It has …
and social lives. Gait assessment is one of the essential steps of gait management. It has …
Mobirfpose: Portable rf-based 3d human pose camera
Existing RF-based human pose estimation methods usually require intensive computations
and cannot meet the real-time processing and portability requirements for mobile devices …
and cannot meet the real-time processing and portability requirements for mobile devices …
Foot2hip: A deep neural network model for predicting lower limb kinematics from foot measurements
Objective: This study aims to develop a neural network (foot2hip) for long-term recording of
gait kinematics with improved user comfort. Methods: Foot2hip predicts ankle, knee, and hip …
gait kinematics with improved user comfort. Methods: Foot2hip predicts ankle, knee, and hip …
Optimizing representations of multiple simultaneous attributes for gait generation using deep learning
Rich variations in gait are generated according to several attributes of the individual and
environment, such as age, athleticism, terrain, speed, personal “style”, mood, etc. The effects …
environment, such as age, athleticism, terrain, speed, personal “style”, mood, etc. The effects …
Modeling and individualizing continuous joint kinematics using Gaussian process enhanced Fourier series
Y Huang, H An, H Ma, Q Wei - IEEE Transactions on Neural …, 2022 - ieeexplore.ieee.org
Prosthetic discrete controller relies on finite state machines to switch between a set of
predefined task-specific controllers. Therefore the prosthesis can only perform a limited …
predefined task-specific controllers. Therefore the prosthesis can only perform a limited …