Alzheimer Screening using Drawing Test Scores

Subhorn Khonthapagdee, Sira Lownoppakul, Nattawit Chotchoey, Nuwee Wiwatwattana, Sophon Mongkolluksamee, V. Sa-Ing
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Abstract

Screening for Alzheimer's disease is an important step in the effort to detect and inhibit the progress of Alzheimer’s disease. The purpose of this research is to develop an application for a clock drawing test which is often seen as a part of the Alzheimer’s screening tests such as the Montreal Cognitive Assessment (MoCA) test and the Clock Drawing Test (CDT). For our clock drawing testing, the full score is three points. The first point is from drawing the rounded contour. The second point is from drawing the clock numbers in the correct order. The third point is from drawing the clock hands correctly according to the test command. For the contour drawing and the clock hands drawing, a series of Image Processing techniques are used to check the roundness property of the contour and the shape of the clock hands. MNIST Classifier Model is used to detect the clock numbers and rule-based checking is then employed to give the score. During the evaluation, the application gives a score between 0 and 3 points, and this score is added up with the rest of the application. The results from 50 low-risk people showed that 74 percent of them received 3 points, 22 percent received 2 points and 4 percent received only 1 point.
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使用绘画测试分数进行老年痴呆症筛查
阿尔茨海默病的筛查是检测和抑制阿尔茨海默病进展的重要步骤。本研究的目的是开发一种时钟绘制测试的应用程序,该测试通常被视为阿尔茨海默氏症筛查测试的一部分,如蒙特利尔认知评估测试(MoCA)和时钟绘制测试(CDT)。对于我们的钟画测试,满分是3分。第一点是画圆角轮廓。第二点是按照正确的顺序绘制时钟数字。第三点是根据测试命令正确绘制时钟指针。在绘制轮廓线和时钟指针时,采用了一系列图像处理技术来检查轮廓线的圆度和时钟指针的形状。使用MNIST分类器模型检测时钟数,然后使用基于规则的检查来给出分数。在评估过程中,应用程序给出0到3分之间的分数,这个分数与应用程序的其余部分相加。对50名低风险人群的调查结果显示,74%的人得到了3分,22%的人得到了2分,4%的人只得到了1分。
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