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REAL-TIME NON-RIGID DRIVER HEAD TRACKINGFOR DRIVER MENTAL STATE ESTIMATION

机译:实时非刚性驾驶员头部跟踪,用于驾驶员心理状态估计

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The non-rigid motion of a driver's head (I.e. the motion of their mouth, eye-brows, cheeks,etc) can tell us a lot about their mental state; e.g. whether they are drowsy, alert, aggressive,comfortable, tense, distracted, etc. In this paper, we describe our recent research on nonrigidface tracking. In particular, we present both 2D and 3D algorithms for tracking thenon-rigid motion of the driver's head using an Active Appearance Model. Both algorithmsoperate at over 200 frames per second. We also present algorithms for converting a 2Dmodel into a 3D model and for fitting with occlusion and large pose variation.
机译:驾驶员头部的非刚性运动(即他们的嘴,眉毛,脸颊等的运动)可以告诉我们很多有关他们的精神状态的信息;例如它们是否困倦,机敏,攻击性,舒适,紧张,分心等。在本文中,我们描述了我们最近对非刚性表面跟踪的研究。特别是,我们介绍了使用主动外观模型跟踪驾驶员头部的非刚性运动的2D和3D算法。两种算法均以每秒200帧以上的速度运行。我们还提出了将2D模型转换为3D模型并适合遮挡和较大姿势变化的算法。

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    The Robotics Institute Carnegie Mellon University5000 Forbes Avenue Pittsburgh PA 15232 USATel: +1 (412) 268-5746 Fax: +1 (412) 268-5571simonb@cs.cmu.edu;

    The Robotics Institute Carnegie Mellon University5000 Forbes Avenue Pittsburgh PA 15232 USATel: +1 (412) 268-5746 Fax: +1 (412) 268-5571 iainm@cs.cmu.edu;

    The Robotics Institute Carnegie Mellon University5000 Forbes Avenue Pittsburgh PA 15232 USATel: +1 (412) 268-5746 Fax: +1 (412) 268-5571 jxiao@cs.cmu.edu;

    The Robotics Institute Carnegie Mellon University5000 Forbes Avenue Pittsburgh PA 15232 USATel: +1 (412) 268-5746 Fax: +1 (412) 268-5571 rgross@cs.cmu.edu;

    The Robotics Institute Carnegie Mellon University5000 Forbes Avenue Pittsburgh PA 15232 USATel: +1 (412) 268-5746 Fax: +1 (412) 268-5571;

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