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Pattern Analysis for an Automatic and Low-Cost 3D Face Acquisition Technique

机译:自动低成本3D人脸采集技术的模式分析

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This paper proposes an automatic 3D face modeling and localizing technique, based on active stereovision. In the offline stage, the optical and geometrical parameters of the stereosensor are estimated. In the online acquisition stage, alternate complementary patterns are successively projected. The captured right and left images are separately analyzed in order to localize left and right primitives with sub-pixel precision. This analysis also provides us with an efficient segmentation of the informative facial region. Epipolar geometry transforms a stereo matching problem into a one-dimensional search problem. Indeed, we employ an adapted, optimized dynamic programming algorithm to pairs of primitives which are already located in each epiline. 3D geometry is retrieved by computing the intersection of optical rays coming from the pair of matched features. A pipeline of geometric modeling techniques is applied to densify the obtained 3D point cloud, and to mesh and texturize the 3D final face model. An appropriate evaluation strategy is proposed and experimental results are provided.
机译:本文提出了一种基于主动立体视觉的自动3D人脸建模和定位技术。在离线阶段,估计立体传感器的光学和几何参数。在在线获取阶段,相继投影出补充模式。分别对捕获的左右图像进行分析,以便以亚像素精度定位左右图元。该分析还为我们提供了信息丰富的面部区域的有效分割。对极几何将立体匹配问题转换为一维搜索问题。确实,我们对每条Epiline中已经存在的成对图元采用了一种经过优化的动态规划算法。通过计算来自一对匹配特征的光线的交点来检索3D几何形状。应用了一系列几何建模技术来使获得的3D点云致密,并对3D最终人脸模型进行网格化和纹理化。提出了适当的评估策略并提供了实验结果。

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