Robust, real-time people tracking in open environments using integrated stereo, color, and face detection

Trevor Darrell, G. Gordon, J. Woodfill, H. Baker, M. Harville
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引用次数: 22

Abstract

We present approach to robust real-time person tracking in crowded and/or unknown environments using multimodal integration. We combine stereo, color, and face detection modules into a single robust system, and show an initial application for an interactive display where the user sees his face distorted into various comic poses in real-time. Stereo processing is used to isolate the figure of a user from other objects and people in the background. Skin-hue classification identifies and tracks likely body parts within the foreground region, and face pattern detection discriminates and localizes the face within the tracked body parts. We discuss the failure modes of these individual components, and report results with the complete system in trials with thousands of users.
鲁棒,实时的人跟踪在开放的环境中使用集成立体,颜色和人脸检测
我们提出了在拥挤和/或未知环境中使用多模态集成的鲁棒实时人员跟踪方法。我们将立体、色彩和人脸检测模块结合到一个单一的鲁棒系统中,并展示了一个交互式显示的初始应用程序,用户可以实时看到他的脸扭曲成各种漫画姿势。立体声处理用于将用户的形象与背景中的其他物体和人隔离开来。肤色分类识别和跟踪前景区域内可能的身体部位,人脸模式检测在被跟踪的身体部位内区分和定位人脸。我们讨论了这些单独组件的失效模式,并报告了在数千用户的试验中完整系统的结果。
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