Validation of an automatic video monitoring system for the detection of instrumental activities of daily living in dementia patients.

Over the last few years, the use of new technologies for the support of elderly people and in particular dementia patients received increasing interest. We investigated the use of a video monitoring system for automatic event recognition for the assessment of instrumental activities of daily living (IADL) in dementia patients. Participants (19 healthy subjects (HC) and 19 mild cognitive impairment (MCI) patients) had to carry out a standardized scenario consisting of several IADLs such as making a phone call while they were recorded by 2D video cameras. After the recording session, data was processed by a platform of video signal analysis in order to extract kinematic parameters detecting activities undertaken by the participant. We compared our automated activity quality prediction as well as cognitive health prediction with direct observation annotation and neuropsychological assessment scores. With a sensitivity of 85.31% and a precision of 75.90%, the overall activities were correctly automatically detected. Activity frequency differed significantly between MCI and HC participants (p < 0.05). In all activities, differences in the execution time could be identified in the manually and automatically extracted data. We obtained statistically significant correlations between manually as automatically extracted parameters and neuropsychological test scores (p < 0.05). However, no significant differences were found between the groups according to the IADL scale. The results suggest that it is possible to assess IADL functioning with the help of an automatic video monitoring system and that even based on the extracted data, significant group differences can be obtained.

[1]  Marjorie Skubic,et al.  Capturing habitual, in-home gait parameter trends using an inexpensive depth camera , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[2]  Ozioma C. Okonkwo,et al.  Mild cognitive impairment and everyday function: evidence of reduced speed in performing instrumental activities of daily living. , 2008 .

[3]  P. S. Mathuranath,et al.  Instrumental activities of daily living scale for dementia screening in elderly people , 2005, International Psychogeriatrics.

[4]  Michael A. Hunter,et al.  Functional Abilities in Older Adults with Mild Cognitive Impairment , 2009, Gerontology.

[5]  François Brémond,et al.  Automatic Video Interpretation: A Novel Algorithm for Temporal Scenario Recognition , 2003, IJCAI.

[6]  P. Lu,et al.  Relationship Between Executive Functioning and Activities of Daily Living in Patients With Relatively Mild Dementia , 2007, Applied neuropsychology.

[7]  Evelyne Klinger,et al.  Use of the Virtual Action Planning Supermarket for the Diagnosis of Mild Cognitive Impairment , 2009, Dementia and Geriatric Cognitive Disorders.

[8]  François Brémond,et al.  An Activity Monitoring System for Real Elderly at Home: Validation Study , 2010, 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance.

[9]  V. Leirer,et al.  Development and validation of a geriatric depression screening scale: a preliminary report. , 1982, Journal of psychiatric research.

[10]  S. Fahn Unified Parkinson's Disease Rating Scale , 1987 .

[11]  Maureen Schmitter-Edgecombe,et al.  Naturalistic assessment of everyday functioning in individuals with mild cognitive impairment: the day-out task. , 2012, Neuropsychology.

[12]  Margaret G O'Connor,et al.  Mild Cognitive Impairment: A Neuropsychological Perspective , 2008, CNS Spectrums.

[13]  Susan D. Vanderhill,et al.  Characterization of activities of daily living in individuals with mild cognitive impairment. , 2008, The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry.

[14]  Zhiwei Luo,et al.  A virtual shopping test for realistic assessment of cognitive function , 2013, Journal of NeuroEngineering and Rehabilitation.

[15]  Tanvi Banerjee,et al.  Testing an in-home gait assessment tool for older adults , 2009, 2009 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[16]  Reisa A. Sperling,et al.  Executive function and instrumental activities of daily living in mild cognitive impairment and Alzheimer's disease , 2011, Alzheimer's & Dementia.

[17]  E. Tangalos,et al.  Mild Cognitive Impairment Clinical Characterization and Outcome , 1999 .

[18]  M. Åsberg,et al.  A New Depression Scale Designed to be Sensitive to Change , 1979, British Journal of Psychiatry.

[19]  J. Morris,et al.  The diagnosis of dementia due to Alzheimer’s disease: Recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer's disease , 2011, Alzheimer's & Dementia.

[20]  J. D. Crawford,et al.  Impairment in instrumental activities of daily living with high cognitive demand is an early marker of mild cognitive impairment: the Sydney Memory and Ageing Study , 2013, Psychological Medicine.

[21]  P. Robert,et al.  Automatic video monitoring system for assessment of Alzheimer's disease symptoms. , 2012, The journal of nutrition, health & aging.

[22]  E. Stip,et al.  Ecological Assessments of Activities of Daily Living and Personal Experiences with Mobus, An Assistive Technology for Cognition: A Pilot Study in Schizophrenia , 2012, Assistive technology : the official journal of RESNA.

[23]  M. Lawton,et al.  Assessment of Older People: Self-Maintaining and Instrumental Activities of Daily Living , 1969 .

[24]  R. Petersen,et al.  Revised Criteria for Mild Cognitive Impairment: Validation within a Longitudinal Population Study , 2006, Dementia and Geriatric Cognitive Disorders.

[25]  Duc Phu Chau,et al.  A multi-feature tracking algorithm enabling adaptation to context variations , 2011, ICDP.

[26]  D. Royall,et al.  The FAB: A frontal assessment battery at bedside , 2001, Neurology.

[27]  François Brémond,et al.  Evaluation of a monitoring system for event recognition of older people , 2013, 2013 10th IEEE International Conference on Advanced Video and Signal Based Surveillance.

[28]  S. Folstein,et al.  "Mini-mental state". A practical method for grading the cognitive state of patients for the clinician. , 1975, Journal of psychiatric research.

[29]  I Litvan,et al.  The FAB: A frontal assessment battery at bedside , 2000, Neurology.

[30]  P. Robert,et al.  Detection of activities of daily living impairment in Alzheimer’s disease and mild cognitive impairment using information and communication technology , 2012, Clinical interventions in aging.

[31]  Monique Thonnat,et al.  Controlling background subtraction algorithms for robust object detection , 2009, ICDP.

[32]  Prafulla N Dawadi,et al.  Automated assessment of cognitive health using smart home technologies. , 2013, Technology and health care : official journal of the European Society for Engineering and Medicine.

[33]  James M. Keller,et al.  Resident identification using kinect depth image data and fuzzy clustering techniques , 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[34]  J. Cummings,et al.  Mild cognitive impairment (MCI) represents early-stage Alzheimer's disease. , 2005, Journal of Alzheimer's disease : JAD.

[35]  Yiannis Kompatsiaris,et al.  Evaluation of speech-based protocol for detection of early-stage dementia , 2013, INTERSPEECH.

[36]  Alexandra König,et al.  Actigraphic motor activity in mild cognitive impairment patients carrying out short functional activity tasks: comparison between mild cognitive impairment with and without depressive symptoms. , 2014, Journal of Alzheimer's disease : JAD.

[37]  F. Bremond,et al.  Automatic video monitoring system for assessment of Alzheimer’s Disease symptoms , 2012, The journal of nutrition, health & aging.

[38]  M. Lawton,et al.  Assessment of older people: self-maintaining and instrumental activities of daily living. , 1969, The Gerontologist.

[39]  P. Scheltens,et al.  A systematic review of Instrumental Activities of Daily Living scales in dementia: room for improvement , 2008, Journal of Neurology, Neurosurgery, and Psychiatry.

[40]  Nick C Fox,et al.  The Diagnosis of Mild Cognitive Impairment due to Alzheimer’s Disease: Recommendations from the National Institute on Aging-Alzheimer’s Association Workgroups on Diagnostic Guidelines for Alzheimer’s Disease , 2011 .

[41]  D. A. Gold,et al.  An examination of instrumental activities of daily living assessment in older adults and mild cognitive impairment , 2012, Journal of clinical and experimental neuropsychology.