Laser brush: a flexible device for 3D reconstruction of indoor scenes

Martin Habbecke, L. Kobbelt
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引用次数: 13

Abstract

While many techniques for the 3D reconstruction of small to medium sized objects have been proposed in recent years, the reconstruction of entire scenes is still a challenging task. This is especially true for indoor environments where existing active reconstruction techniques are usually quite expensive and passive, image-based techniques tend to fail due to high scene complexities, difficult lighting situations, or shiny surface materials. To fill this gap we present a novel low-cost method for the reconstruction of depth maps using a video camera and an array of laser pointers mounted on a hand-held rig. Similar to existing laser-based active reconstruction techniques, our method is based on a fixed camera, moving laser rays and depth computation by triangulation. However, unlike traditional methods, the position and orientation of the laser rig does not need to be calibrated a-priori and no precise control is necessary during image capture. The user rather moves the laser rig freely through the scene in a brush-like manner, letting the laser points sweep over the scene's surface. We do not impose any constraints on the distribution of the laser rays, the motion of the laser rig, or the scene geometry except that in each frame at least six laser points have to be visible. Our main contributions are twofold. The first is the depth map reconstruction technique based on irregularly oriented laser rays that, by exploiting robust sampling techniques, is able to cope with missing and even wrongly detected laser points. The second is a smoothing operator for the reconstructed geometry specifically tailored to our setting that removes most of the inevitable noise introduced by calibration and detection errors without damaging important surface features like sharp edges.
激光刷:用于室内场景三维重建的柔性设备
虽然近年来提出了许多用于中小型物体三维重建的技术,但整个场景的重建仍然是一项具有挑战性的任务。这对于室内环境尤其如此,因为现有的主动重建技术通常非常昂贵和被动,基于图像的技术往往会由于高场景复杂性,困难的照明情况或闪亮的表面材料而失败。为了填补这一空白,我们提出了一种新的低成本方法,用于使用安装在手持钻机上的摄像机和激光笔阵列重建深度图。与现有的基于激光的主动重建技术类似,我们的方法是基于固定的摄像机、移动的激光和三角测量的深度计算。然而,与传统方法不同,激光平台的位置和方向不需要先验校准,在图像捕获过程中不需要精确控制。用户可以像刷一样在场景中自由移动激光钻机,让激光点扫过场景表面。除了在每帧中至少有六个激光点可见外,我们不会对激光的分布、激光钻机的运动或场景几何形状施加任何限制。我们的主要贡献是双重的。首先是基于不规则定向激光的深度图重建技术,该技术通过利用稳健的采样技术,能够处理丢失甚至错误检测到的激光点。第二种是为重建几何体量身定制的平滑算子,它可以消除校准和检测误差带来的大部分不可避免的噪声,而不会损坏重要的表面特征,如尖锐的边缘。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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