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Vision skeleton trajectory based motion assessment system for healthcare rehabilitation
- Source :
- The Journal of Engineering (2020)
- Publication Year :
- 2020
- Publisher :
- Wiley, 2020.
-
Abstract
- Most existing methods of motion assessment system used the contact sensor, infrared sensor, and depth sensor, and few works provided the solution of digital camera. To solve this problem, the authors propose a new motion assessment system based on light camera. In this work, the motion assessment was regarded as pattern regression problem of skeleton joint trajectory. Firstly, the system uses the camera to capture the image sequences. The pose estimation method is used to obtain body skeleton from image. Secondly, due to the difference of motion frequency of each person, the length of the image sequences is different and the length of each joint trajectory also will be different. Fourier transform is applied to normalise the trajectory and use the coefficients of Fourier transform as the joint trajectory feature. Finally, the regression model is built to assess the motion quality. Some experimental results and discussion on action video data are used to verify the effectiveness of the system.
- Subjects :
- business.product_category
Computer science
Feature extraction
body skeleton
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Energy Engineering and Power Technology
image sensors
02 engineering and technology
pattern regression problem
image motion analysis
pose estimation
light camera
motion quality
regression analysis
motion estimation
symbols.namesake
Motion estimation
cameras
0202 electrical engineering, electronic engineering, information engineering
depth sensor
digital camera
Computer vision
Image sensor
joint trajectory feature
Pose
video signal processing
Digital camera
vision skeleton trajectory based motion assessment system
business.industry
feature extraction
motion frequency
General Engineering
image sequences
020206 networking & telecommunications
Fourier transform
image recognition
Feature (computer vision)
contact sensor
infrared sensor
lcsh:TA1-2040
Trajectory
symbols
020201 artificial intelligence & image processing
Artificial intelligence
skeleton joint trajectory
business
lcsh:Engineering (General). Civil engineering (General)
Software
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- The Journal of Engineering (2020)
- Accession number :
- edsair.doi.dedup.....be79588c92c7023105d99a040f4d0a2b
- Full Text :
- https://doi.org/10.1049/joe.2019.1316