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A color-based face tracking algorithm for enhancing interaction with mobile devices

机译:基于颜色的面部跟踪算法,用于增强与移动设备的交互

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摘要

A color-based face tracking algorithm is proposed to be used as a human-computer interaction tool on mobile devices. The solution provides a natural means of interaction enabling a motion parallax effect in applications. The algorithm considers the characteristics of mobile use-constrained computational resources and varying environmental conditions. The solution is based on color comparisons and works on images gathered from the front camera of a device. In addition to color comparisons, the coherency of the facial pixels is considered in the algorithm. Several applications are also demonstrated in this work, which use the face position to determine the viewpoint in a virtual scene, or for browsing large images. The accuracy of the system is tested under different environmental conditions such as lighting and background, and the performance of the system is measured in different types of mobile devices. According to these measurements the system allows for accurate (7% RMS error) face tracking in real time (20-100 fps).
机译:提出了一种基于颜色的人脸跟踪算法作为移动设备上的人机交互工具。该解决方案提供了一种自然的交互方式,可在应用程序中实现运动视差效果。该算法考虑了移动使用受限的计算资源和变化的环境条件的特​​征。该解决方案基于颜色比较,并且适用于从设备的前置摄像头收集的图像。除颜色比较外,算法中还考虑了面部像素的相干性。在这项工作中还展示了几种应用程序,这些应用程序使用脸部位置确定虚拟场景中的视点或浏览大图像。在不同的环境条件下(例如照明和背景)测试系统的准确性,并在不同类型的移动设备中测量系统的性能。根据这些测量,系统可以实时(20-100 fps)进行准确的(7%RMS误差)面部跟踪。

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