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DESIGN OF A COGNITIVE REHABILITATION SYSTEM BASED ON GESTURE RECOGNITION

机译:基于手势识别的认知康复系统设计

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Computer-assisted cognitive training is an effective intervention for patients with mild cognitive impairment(MCI), which can avoid the disadvantages of traditional cognitive training that consumes a lot of medical resources and is difficult to be standardized. However, many computer-assisted cognitive training systems have unfriendly human-computer interaction, for not considering that most MCI patients have certain difficulties in using computers. In this paper, we design a cognitive training system which allows patients to implement human-computer interaction through gestures. First, a gesture recognition algorithm is proposed, in which we implement gesture segmentation based on YCbCr color space and Otsu algorithm, extract Fourier Descriptors of gesture contour as feature vectors and use SVM algorithm to train a classifier to recognize gestures. Then, the graphical user interface(GUI) of the system is designed to realize the task requirement of cognitive training for the MCI patients. Finally, the results of tests show the accuracy of the algorithm and the feasibility of the GUI With the above computer-assisted cognitive training system, patients can achieve human-computer interaction only through gestures without the need to use keyboard, mouse, etc., greatly reducing the burden of patients during training.
机译:计算机辅助的认知培训是对患有轻度认知障碍(MCI)的患者的有效干预,这可以避免传统认知培训的缺点,这些培训消耗了很多医疗资源,并且难以标准化。然而,许多计算机辅助的认知培训系统具有不友好的人机互动,因为不考虑大多数MCI患者在使用计算机时都有一定的困难。在本文中,我们设计了一种认知培训系统,使患者通过手势实施人机的互动。首先,提出了一种手势识别算法,其中我们实现了基于YCBCR颜色空间和OTSU算法的手势分割,提取手势轮廓的傅立叶描述符作为特征向量,并使用SVM算法训练分类器识别手势。然后,系统的图形用户界面(GUI)旨在实现MCI患者认知培训的任务要求。最后,测试结果显示了算法的准确性和GUI的可行性与上述计算机辅助认知训练系统,患者只能通过手势实现人机的相互作用而无需使用键盘,鼠标等,大大降低训练期间患者的负担。

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