Title :
Water Flow Detection in a Handwashing Task
Author :
Taati, Babak ; Snoek, Jasper ; Giesbrecht, David ; Mihailidis, Alex
Author_Institution :
Intell. Assistive Technol. & Syst. Lab. (IATSL), Univ. of Toronto, Toronto, ON, Canada
fDate :
May 31 2010-June 2 2010
Abstract :
Older adults suffering from Alzheimer´s disease often require assistance with performing simple activities of daily living, such as washing their hands in the bathroom. This severely limits their independence and places a heavy care giving burden on their family and the healthcare system. The motivation for developing a water detection algorithm is for it to be used within a system that provides reminding prompts for Alzheimer´s sufferers and to study product usability for older adults with cognitive impairments. Water detection in a video sequence poses a challenging computer vision problem since it is difficult to model the flow of water in a structured manner. A real-time detection system is presented here that estimates the presence of flowing water in a bathroom sink during a hand washing task based on classifying video and audio features with an overall accuracy of 88.76%. Visual features are extracted using temporal image derivatives and hand tracking is used to enhance the robustness in the visual features.
Keywords :
geriatrics; object detection; real-time systems; water; Alzheimer´s sufferers; cognitive impairments; handwashing task; healthcare system; older adults; real-time detection system; temporal image derivatives; video sequence; water flow detection; Alzheimer´s disease; Computer vision; Decision making; Dementia; Engines; Intelligent sensors; Learning systems; Monitoring; Senior citizens; Usability; activity recognition; assisted handwashing; assistive technology; audio processing; image processing; sensor fusion; temporal image features; video analysis; water detection;
Conference_Titel :
Computer and Robot Vision (CRV), 2010 Canadian Conference on
Conference_Location :
Ottawa, ON
Print_ISBN :
978-1-4244-6963-5
DOI :
10.1109/CRV.2010.30