Automated in-home gait transfer time analysis using video cameras

被引:9
作者
Baldewijns, Greet [1 ,2 ,3 ]
Claes, Veerle [4 ]
Debard, Glen [1 ,5 ,10 ]
Mertens, Marc [6 ,10 ]
Devriendt, Els [7 ,8 ]
Milisen, Koen [7 ,8 ]
Tournoy, Jos [8 ,9 ]
Croonenborghs, Tom [1 ,6 ]
Vanrumste, Bart [1 ,2 ]
机构
[1] Katholieke Univ Leuven, AdvISe, Technol Campus, Geel, Belgium
[2] Katholieke Univ Leuven, ESAT STADIUS, Leuven, Belgium
[3] iMinds Med Informat Technol Dept, Leuven, Belgium
[4] Univ Basel, Inst Nursing Sci, CH-4003 Basel, Switzerland
[5] Katholieke Univ Leuven, ESAT PSI, Leuven, Belgium
[6] Katholieke Univ Leuven, DTAI, Dept Comp Sci, Leuven, Belgium
[7] Katholieke Univ Leuven, Dept Publ Hlth & Primary Care Hlth Serv & Nursing, Leuven, Belgium
[8] Univ Hosp Leuven, Div Geriatr Med, Leuven, Belgium
[9] Katholieke Univ Leuven, Dept Clin & Expt Med, Leuven, Belgium
[10] MOBILAB, Thomas More Kempen, Belgium
关键词
Gait speed; tele-monitoring; elder care; assisted living; video surveillance; health services for the aged; GO TEST; FALLS; RISK; HEALTH; SPEED;
D O I
10.3233/AIS-160379
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Previous studies have shown that gait speed is an important measure of functional ability in the elderly. Continuous monitoring of the gait speed of older adults in their home environment may therefore allow the detection of changes in gait speed which could be predictive of health changes of the monitored person. In this study, a system consisting of multiple wall-mounted cameras that can automatically measure the time an older adult needs to cross a predefined transfer zone in the home environment is presented. The purpose of this study is the preliminary validation of the algorithm of the camera system which consists of several preprocessing steps and the automatic measurement of the transfer times. This validation is done through data collection in the homes of four older adults for periods varying from eight to twelve weeks. Trends in the measured transfer times are visualised and subsequently compared with the results of clinical assessments obtained during the acquisition period such as Timed-Get-Up-and-Go tests. The results indicate that it is possible to identify long-term trends in transfer times which can be indicative of adverse health-related events.
引用
收藏
页码:273 / 286
页数:14
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