头戴式无线眼动仪,利用机器学习进行实时凝视预测

Viola Ildikó Matusz, Melinda Rácz, János Rokai, Nikomidisz Eftimiu Jorgosz, Tímea Molnár, Dorina Maráki, I. Ulbert, G. Márton
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引用次数: 0

摘要

眼动追踪为身体残疾人士开辟了新的可能性,使他们能够探索与环境沟通和互动的新方式。然而,这一辅助技术领域并不是每个有需要的人都可以使用,并且仍然面临着重大障碍:在现实环境中使用的高成本设备,难以提高校准系统的性能,难以提供个性化的自适应设置。这项工作的目的是提供一种轻量级、低成本的无线设备,该设备带有在固定坐标系中执行实时二维凝视预测的软件,并有可能通过重新校准来提高性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Head-mounted, wireless eyetracker for real-time gaze prediction utilizing machine-learning
Eyetracking opens new possibilities for people with physical disabilities, enabling them to explore new ways of communication and interaction with their environment. However, this field of assistive technology is not available to everyone in need and still faces substantial obstacles: high-cost devices for use in real-world environments, difficulty in enhancing the performance of a calibrated system, difficulty in providing a personalized, adaptive setup. The aim of this work is to provide a lightweight, low cost, wireless device with a software performing real-time 2-D gaze prediction in a fixed coordinate system, and the possibility of enhancing performance by recalibration.
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