Comparative Analysis of Hands-free Mouse Controlling based on Face Tracking

Salsabiil Hasanah, Aulia Teaku Nururrahmah, D. Herumurti
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Abstract

Computer and mouse are two devices that inseparable from each other. Because mouse movement will control cursor movement to do any task that occurs on the computer, our research will also replace the role of the mouse in controlling cursor movement, using facial tracking by HOG and Haarcascade. Using facial movements instead of the mouse to move the cursor, users can minimize hand movements so users with impaired hands can operate the computer without a mouse. It is called hands-free. We use the HOG and Haarcascade method to determine the difference in time required by each method to control user movement. Here we experiment with 12 participants to find out the difference in time and accuracy. We use ANOVA analysis to produce a significant time difference and accuracy between those two methods. The accuracy shows that HOG has better accuracy than Haarcascade. HOG's accuracy is about 95.79%. In addition, age category analysis also affects the time generated. From this age category, it turns out that it produces a significant difference.
基于人脸跟踪的免提鼠标控制比较分析
电脑和鼠标是两个不可分割的设备。因为鼠标的移动将控制光标的移动来完成计算机上发生的任何任务,我们的研究也将取代鼠标在控制光标移动中的作用,使用HOG和Haarcascade的面部跟踪。使用面部动作代替鼠标来移动光标,用户可以最大限度地减少手部动作,这样手部受损的用户就可以在没有鼠标的情况下操作电脑。它被称为免提。我们使用HOG和Haarcascade方法来确定每种方法控制用户移动所需的时间差异。在这里,我们对12名参与者进行实验,以找出时间和准确性的差异。我们使用方差分析来产生这两种方法之间显著的时间差和准确性。精度表明HOG比Haarcascade具有更好的精度。HOG的准确率约为95.79%。此外,年龄分类分析也影响时间生成。从这个年龄段来看,它产生了显著的差异。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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