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3D deformable super-resolution for multi-camera 3D face scanning

机译:3D变形超分辨率,适用于多相机3D面部扫描

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摘要

Low-cost and high-accuracy 3D face measurement is becoming increasingly important in many computer vision applications including face recognition, facial animation, games, orthodontics and aesthetic surgery. In most cases fringe projection based systems are used to overcome the relatively uniform appearance of skin. These systems employ a structured light camera/projector device and require explicit user cooperation and controlled lighting conditions. In this paper, we propose a 3D acquisition solution with a 3D space-time non-rigid super-resolution capability, using three calibrated cameras coupled with a non calibrated projector device, which is particularly suited to 3D face scanning, i.e. rapid, easily movable and robust to ambient lighting variation. The proposed solution is a hybrid stereovision and phase-shifting approach, using two shifted patterns and a texture image, which not only takes advantage of stereovision and structured light, but also overcomes their weaknesses. The super-resolution scheme involves a shape+texture 3D non-rigid registration for 3D artifacts correction in the presence of small non-rigid deformations as facial expressions.
机译:在许多计算机视觉应用中,包括面部识别,面部动画,游戏,正畸和美容手术,低成本和高精度3D面部测量正变得越来越重要。在大多数情况下,基于条纹投影的系统用于克服皮肤的相对均匀外观。这些系统采用结构化的摄像头/投影仪设备,需要明确的用户合作和受控的照明条件。在本文中,我们提出了一种具有3D时空非刚性超分辨率功能的3D采集解决方案,该解决方案使用三个经过校准的相机与一个未经校准的投影仪设备相结合,特别适合3D面部扫描,即快速,易于移动并且对环境光照变化具有鲁棒性。所提出的解决方案是一种混合的立体视觉和相移方法,它使用两个偏移的图案和一个纹理图像,不仅利用了立体视觉和结构化光,而且克服了它们的弱点。超分辨率方案涉及在存在小的非刚性变形作为面部表情的情况下,用于3D伪影校正的形状+纹理3D非刚性配准。

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