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Computer Vision-Based Gait Velocity from Non-Obtrusive Thermal Vision Sensors
- Source :
- PerCom Workshops, 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)
- Publication Year :
- 2018
- Publisher :
- IEEE, 2018.
-
Abstract
- Gait velocity is an important measure of independence and functional ability to those within the older population. Detecting changes in gait velocity can aid to provide interventions to avoid hospitalisation, currently gait velocity is assessed in a clinical setting, where the patient is timed over a measured distance between 3-6 metres by a clinician, however, this is time consuming, subjective, and not possible to carry out frequently over time. An unobtrusive method of monitoring gait velocity, frequently, over extended periods of time, would therefore be advantageous when developing interventions. This paper proposes an unobtrusive computer vision-based method of continuously monitoring an occupants gait velocity within their own home. This is achieved through the use of a low cost thermal vision sensor. The system was benchmarked against the clinical standard method of being timed by a stopwatch. Results show a high correlation between the gait velocity measured by the thermal vision sensor and the measured stopwatch velocity (R=0.941, p=0.02).
- Subjects :
- 020205 medical informatics
Computer science
business.industry
Smart homes
02 engineering and technology
Older population
law.invention
Ambient assisted living
03 medical and health sciences
0302 clinical medicine
Gait velocity
030228 respiratory system
Thermal vision sensors
law
Vision sensor
0202 electrical engineering, electronic engineering, information engineering
Computer vision
Functional ability
Artificial intelligence
business
Gait recognition
Velocity measurement
Stopwatch
Subjects
Details
- ISBN :
- 978-1-5386-3227-7
- ISBNs :
- 9781538632277
- Database :
- OpenAIRE
- Journal :
- 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)
- Accession number :
- edsair.doi.dedup.....08d799f4a757cb6d045029ccfd039826