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Semi real-time algorithm for posture estimation of the human face using a 3-D reference picture

机译:使用3-D参考图片进行人脸姿势估计的半实时算法

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Numerous research studies in recent years have been done on analyzing gestures and sounds from video, and using them for man-machine interfaces. Human posture estimation by conventional techniques uses only 2D (2D) images or 3D data. However, estimation at fine angles is difficult using the 2D images, while use of special photography equipment is necessary to gather 3D data. In this paper, a technique for performing facial posture estimation from 2D video using a 3D reference picture is proposed. By this technique, the features of a human face are extracted using a 3D form of the human face obtained beforehand with a range finder. The 3D reference picture after the feature extraction is accumulated as a database. The human facial posture in an animation is presumed in analyzing the 2D facial domain extracted from the accumulated 3D reference picture and the animation. In posture estimation processing, in order to make the size and inclination of a human face, calibration is performed on the human face domain extracted from the 2D input image using a circular mask. Furthermore, a movement vector is computed from the relation with the previous and subsequent processing frames, and human face operation in the processing frame is predicted based on the calculated result. From the prediction results, posture estimation processing is accelerated by thinning out the rotation angle of the 3D reference. The key feature of this technique is in its ability to perform posture estimation with robust sufficient accuracy to the size or inclination of a human face.
机译:近年来众多的研究研究已经在分析了视频的分析和声音,并使用它们进行人机接口。通过常规技术的人类姿势估计仅使用2D(2D)图像或3D数据。然而,使用2D图像难以使用2D图像的估计,而使用特殊的摄影设备是收集3D数据所必需的。本文提出了一种用于使用3D参考图片从2D视频执行面部姿势估计的技术。通过该技术,使用预先获得的人脸的3D形式提取人脸的特征。特征提取后的3D参考图片累积为数据库。警告动画中的人面部姿势分析从累积的3D参考图片和动画中提取的2D面部结构域。在姿势估计处理中,为了使人脸的尺寸和倾斜,在使用圆形掩模从2D输入图像提取的人面域执行校准。此外,根据与先前的处理帧和后续处理帧的关系计算移动矢量,并且基于计算结果预测处理帧中的人面操作。根据预测结果,通过稀释3D参考的旋转角度来加速姿势估计处理。该技术的关键特征是能够以稳健的足够精度来执行姿势估计,以对人脸的尺寸或倾斜度进行足够的精度。

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