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Objective analysis of vision impairments using single trial VEPs

机译:使用单次试验VEP进行视力障碍的客观分析

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摘要

Visually evoked potential (VEP) is an electrical signal generated by the brain (Occipital Cortex) in response to a visual stimuli. These VEP are recorded non-invasively by placing the surface electrodes at the scalp, and observed as a reading on an electroencephalogram (EEG). VEP signal has been widely used for the diagnostics of vision impairments in patients. The main parameters that were considered for the diagnostics of these diseases are the amplitude and the latency values. This field of study is gaining interest from researches all over the world. In this paper, time domain based features of the VEP is studied in an effort to discriminate normal subjects from those having vision impairments. Three different classifiers, Linear Discriminant Analysis (LDA), Quadratic Discriminant Analysis (QDA) and the k Nearest Neighbor (kNN) are used for the investigation. The proposed method shows promising results in the investigation of vision impairments with accuracy ranging from 69.44% to 100%.
机译:视觉诱发电位(VEP)是大脑(枕皮层)响应视觉刺激而产生的电信号。通过将表面电极放在头皮上以非侵入方式记录这些VEP,并观察其为脑电图(EEG)读数。 VEP信号已广泛用于诊断患者的视力障碍。诊断这些疾病的主要参数是振幅和潜伏时间值。这个研究领域正在被全世界的研究所吸引。在本文中,研究了基于时域的VEP特征,以区分正常受试者与视力障碍者。研究使用了三个不同的分类器:线性判别分析(LDA),二次判别分析(QDA)和k最近邻(kNN)。所提出的方法在视力障碍的研究中显示出有希望的结果,其准确度范围为69.44%至100%。

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