DocumentCode
2060526
Title
Towards Aging-in-Place: Automatic Assessment of Product Usability for Older Adults with Dementia
Author
Taati, Babak ; Snoek, Jasper ; Mihailidis, Alex
Author_Institution
Intell. Assistive Technol. & Syst. Lab. (IATSL), Univ. of Toronto, Toronto, ON, Canada
fYear
2011
fDate
26-29 July 2011
Firstpage
205
Lastpage
212
Abstract
Considerations of how to facilitate aging-in-place are becoming increasingly pertinent as caregivers are overwhelmed by an aging population. A primary challenge to independent living is the inability to use products associated with tasks of daily living. As improving the usability of these products for the elderly will extend their independence, this work attempts to automate and expedite the assessment of usability using artificial intelligence. Video analysis is performed to temporally segment video of human-product interaction and automatically identify segments in which the human has difficulty operating the product. The approach is applied to the study of water faucet designs for older adults with dementia. Empirical analysis is performed on videos of dementia patients operating various faucet types, demonstrating the accuracy of the temporal segmentation (88.1%) and the ability to estimate the relative advantage of either design in terms of operational ease.
Keywords
artificial intelligence; biomedical optical imaging; diseases; geriatrics; image segmentation; medical image processing; patient monitoring; video signal processing; aging-in-place; artificial intelligence; daily living; dementia; empirical analysis; human-product interaction; independent living; older adults; operational ease; product usability; temporal segmentation; video analysis; video segmentation; water faucet designs; Algorithm design and analysis; Dementia; Histograms; Humans; Prediction algorithms; Training data; Usability; Activity Monitoring; Aging-in-Place; Smart Home; Temporal Segmentation; Usability Assessment; Video Analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Healthcare Informatics, Imaging and Systems Biology (HISB), 2011 First IEEE International Conference on
Conference_Location
San Jose, CA
Print_ISBN
978-1-4577-0325-6
Electronic_ISBN
978-0-7695-4407-6
Type
conf
DOI
10.1109/HISB.2011.43
Filename
6061445
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