DocumentCode
2906284
Title
Extension of a soft-computing framework for activity analysis from linguistic summarizations of video
Author
Anderson, Derek ; Luke, Robert H. ; Keller, James M. ; Skubic, Marjorie
Author_Institution
Univ. of Missouri-Columbia, Columbia, MO
fYear
2008
fDate
1-6 June 2008
Firstpage
1404
Lastpage
1410
Abstract
Video cameras are a relatively low-cost, rich source of information that can be used for ldquowell-beingrdquo assessment and abnormal event detection for the goal of allowing elders to live longer and healthier independent lives. We previously reported a soft-computing fall detection system, based on two levels from a hierarchy of fuzzy inference using linguistic summarizations of activity acquired temporally from a three dimensional voxel representation of the human found by back projecting silhouettes acquired from multiple cameras. This framework is extremely flexible and rules can be modified, added, or removed, allowing for per-resident customization based on knowledge about their cognitive and physical ability. In this paper, we show the flexibility of our activity analysis framework by extending it to additional common elderly activities and contextual awareness is added for reasoning based on location or static objects in the apartment.
Keywords
computational linguistics; fuzzy logic; fuzzy reasoning; geriatrics; health care; uncertainty handling; video signal processing; contextual awareness; fuzzy inference; health care; linguistic summarization; soft-computing fall detection system; three dimensional voxel representation; video camera; Aging; Cameras; Collaboration; Context awareness; Event detection; Hidden Markov models; Humans; Monitoring; Ontologies; Sensor phenomena and characterization;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 2008. FUZZ-IEEE 2008. (IEEE World Congress on Computational Intelligence). IEEE International Conference on
Conference_Location
Hong Kong
ISSN
1098-7584
Print_ISBN
978-1-4244-1818-3
Electronic_ISBN
1098-7584
Type
conf
DOI
10.1109/FUZZY.2008.4630555
Filename
4630555
Link To Document