首页> 外文期刊>International Journal of Artificial Intelligence Tools: Architectures, Languages, Algorithms >INTEGRATION OF EMG AND EGT MODALITIES FOR THE DEVELOPMENT OF AN ENHANCED CURSOR CONTROL SYSTEM
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INTEGRATION OF EMG AND EGT MODALITIES FOR THE DEVELOPMENT OF AN ENHANCED CURSOR CONTROL SYSTEM

机译:集成了EMG和EGT模块以开发增强型光标控制系统

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While Eye Gaze Tracking (EGT) systems have demonstrated their potential as computer cursor control devices, their application outside the laboratory environment has been less prominent than originally expected. This may be due to limitations in the stability of the cursor controlled by EGT devices and in the potential for unintended selections ("clicks"). To address these EGT limitations, we have developed a cursor control system that integrates electromyogram-based control with EGTbased control. This integrated system allows a user to perform small cursor displacements and selection operations ("left click") by detecting distinct changes in electromyogram (EMG) signals generated during specific facial movements. Specifically, the system monitors and processes, in real time, EMG signals from four electrodes attached to the head of the subject. We compared the performance of this EMG/EGT integrated system, with the performance of a stand-alone EGT system and a hand-held mouse, in point-and-click trials. Statistical analysis of the results indicates that the EMG/EGT system is slower than the EGT system and the mouse, but it also revealed that it is significantly less error-prone than the EGT-only system. The analysis also revealed that the performance of the EMG/EGT system does not seem to be well matched to Fitts' model.
机译:尽管眼动追踪(EGT)系统已经证明了其作为计算机光标控制设备的潜力,但它们在实验室环境之外的应用并未像最初预期的那样突出。这可能是由于EGT设备控制的光标的稳定性以及意外选择(“点击”)的可能性的限制。为了解决这些EGT限制,我们开发了一个光标控制系统,该系统将基于肌电图的控制与基于EGT的控制相集成。该集成系统允许用户通过检测在特定面部运动过程中产生的肌电图(EMG)信号的明显变化来执行小的光标移动和选择操作(“左键单击”)。具体而言,该系统实时监控和处理来自连接到受试者头部的四个电极的EMG信号。在点击试验中,我们将这种EMG / EGT集成系统的性能与独立的EGT系统和手持鼠标的性能进行了比较。结果的统计分析表明,EMG / EGT系统比EGT系统和鼠标要慢,但是它也表明,它比仅使用EGT的系统要容易出错。分析还显示,EMG / EGT系统的性能似乎与Fitts的模型不太匹配。

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