Dementia Detection Using Weighted Direction Index Histograms and SVM for Clock Drawing Test

نویسندگان

  • Tomoaki Shigemori
  • Hiroharu Kawanaka
  • Yulia Hicks
  • Rossitza Setchi
  • Haruhiko Takase
  • Shinji Tsuruoka
چکیده

Increasing the number of elderly persons who have dementia is one of the severe social problems. In Japan, the Ministry of Health, Labor and Welfare expects that the number of dementia patients will be around 5 million in 2025. It is also easily estimated that they require various living supports. Therefore, early detection and prevention of dementia are important. The authors have been developing a new system for quantitative and accurate evaluation of dementia. The basic concept of our system is evaluating a patient’s dementia types and progression without awareness. To realize this, we are now developing the system using daily conversations, drawings, facial expressions and so on. In this paper, we focused on Clock Drawing Test (CDT) and proposed a dementia evaluation method for CDT. In the proposed method, Weighted Direction Index Histogram Method was used to extract features from given images, and Support Vector Machine (SVM) detected dementia cases from them. As a result of evaluation experiments, the proposed method could detect 97.1% of dementia cases correctly. c © 2016 The Authors. Published by Elsevier B.V. Peer-review under responsibility of KES International.

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تاریخ انتشار 2016