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Automatic head pose estimation from a single camera using projective geometry

机译:使用投影几何体从单个摄像机自动估计头部姿势

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Estimation of human head position and orientation has become an increasingly important issue in human-computer interaction field. Over the last decade, many approaches have been introduced to achieve head pose estimation in both academical and industrial fields, but the low-cost and real-time application still proves to be a difficult task. Motivated by the past researches, we propose an automatic and monocular head pose estimation system. We applied a number of improvements to a direct linear transformation algorithm called Pose from Orthography and Scaling with ITerations (POSIT) and applied it for the head pose estimation. User's virtual head model is also recovered by analyzing laser scan database and corrected by the head pose. The entire process is completely automatic with no need for users to pre-register for identification or initialize their head position. Experiments on a public dataset show realtime performance with lower errors than previous head pose estimation methods.
机译:在人机交互领域,人头位置和方向的估计已成为越来越重要的问题。在过去的十年中,已经在学术和工业领域中引入了许多方法来实现头部姿势估计,但是低成本和实时应用仍然被证明是一项艰巨的任务。基于以往的研究,我们提出了一种自动的单眼头部姿态估计系统。我们对直接线性变换算法(来自“正字法和带缩放比例的缩放”(POSIT))进行了许多改进,并将其应用于头部姿势估计。还可以通过分析激光扫描数据库来恢复用户的虚拟头部模型,并通过头部姿势进行校正。整个过程是完全自动的,无需用户预先注册以进行识别或初始化其头部位置。在公共数据集上进行的实验表明,实时性能具有比以前的头部姿势估计方法低的误差。

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