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A system for monitoring the engagement of remote online students using eye gaze estimation

机译:一种使用视线估计监控远程在线学生参与度的系统

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摘要

We present a system for monitoring the engagement of remote students in an online educational environment. We introduce a novel gaze estimation system that uses a client-side video-based 3D face tracking algorithm, and expands it to estimate the head pose, and intersects this pose-based gaze line of sight with the screen (coplanar with the camera) to estimate the screen position currently viewed. Our preliminary experiments indicate this approach can accurately determine the coarse location of a student's gaze and use it as a cue for engagement estimation. Our system operates in real-time and achieves comparable performance to state-of-the-art gaze estimation techniques that account for free head motion.
机译:我们提出了一个用于监控远程学生在在线教育环境中参与度的系统。我们介绍了一种新颖的凝视估计系统,该系统使用基于客户端视频的3D人脸跟踪算法,并将其扩展以估计头部姿势,并将此基于姿势的凝视视线与屏幕(与相机共面)相交,估计当前查看的屏幕位置。我们的初步实验表明,这种方法可以准确地确定学生凝视的大致位置,并将其用作参与度估算的线索。我们的系统是实时运行的,并且可以与可解决头部自由运动的最新注视估计技术相媲美。

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