EEyePaint: A Gaze Estimation-Based System for Hands-Free Painting

IF 0.7 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Jordan Journal of Electrical Engineering Pub Date : 2021-01-01 DOI:10.5455/jjee.204-1614652154
Dean Lawrence, Hannah Imboden, Maya Kabbash, Hussein Chebli, A. Shaout
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Abstract

This paper presents EyePaint, a system that enables hands-free painting on canvas via webcam-based gaze estimation software, a custom graphical user interface (GUI), and a computer numerical control (CNC) modified for painting. The proposed system’s primary use is to assist a user with a physical disability in painting on canvas. Gaze estimation is administered using only a webcam through a unique combination of object detection algorithms, like Haar cascades, to localize facial features and learned linear regression models to translate facial features to gaze location. The custom GUI allows a user to draw a line or a circle in four different paint colors on a virtual canvas before committing their shape to a physical canvas solely through using the lowaccuracy webcam-based gaze estimation. The system and its prototype are found to have utility through basic acceptance and system testing, but the chosen gaze estimation solution is generally too low accuracy for a positive user experience. Keywords— Gaze estimation; Eye tracking; Computer numerical control; Assistive technology; Painting; Graphical user interface.
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EEyePaint:一个基于凝视估计的免提绘画系统
本文介绍EyePaint系统,该系统通过基于网络摄像头的凝视估计软件,自定义图形用户界面(GUI)和用于绘画的计算机数控(CNC),实现在画布上进行免提绘画。该系统的主要用途是帮助有身体残疾的用户在画布上作画。凝视估计仅使用网络摄像头,通过独特的对象检测算法组合(如哈尔级联)来定位面部特征,并学习线性回归模型来将面部特征转换为凝视位置。自定义GUI允许用户在虚拟画布上以四种不同的颜色绘制线条或圆圈,然后仅通过使用低精度的基于网络摄像头的凝视估计将其形状提交到物理画布上。通过基本验收和系统测试,发现系统及其原型具有实用性,但所选择的凝视估计解决方案通常精度太低,无法获得积极的用户体验。关键词:注视估计;眼动跟踪;计算机数控;辅助技术;绘画;图形用户界面。
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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14.30%
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