漫反射镜:利用廉价的飞行时间传感器从漫射间接照明进行3D重建

Felix Heide, Lei Xiao, W. Heidrich, M. Hullin
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引用次数: 177

摘要

漫反射墙和镜子之间的功能差异是很容易理解的:一个向各个方向散射,另一个保持反射光的方向性。然而,光的时间结构在两种情况下都保持不变:假设简单的表面反射,首先到达的光子首先被反射。在本文中,我们利用这种洞察力从二阶漫反射中恢复视线外的物体,有效地将墙壁变成镜子。我们将重建任务表述为场景瞬态响应的线性逆问题,我们使用由调制光源和飞行时间图像传感器组成的负担得起的设置来获得该场景。通过利用重建域中的稀疏性,我们获得了物体形状(深度和横向)和反照率的几厘米级分辨率。我们的方法对环境光具有鲁棒性,适用于大房间大小的场景。它比以前使用飞秒激光和条纹相机的方法快得多,也便宜得多,而且不需要任何移动部件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Diffuse Mirrors: 3D Reconstruction from Diffuse Indirect Illumination Using Inexpensive Time-of-Flight Sensors
The functional difference between a diffuse wall and a mirror is well understood: one scatters back into all directions, and the other one preserves the directionality of reflected light. The temporal structure of the light, however, is left intact by both: assuming simple surface reflection, photons that arrive first are reflected first. In this paper, we exploit this insight to recover objects outside the line of sight from second-order diffuse reflections, effectively turning walls into mirrors. We formulate the reconstruction task as a linear inverse problem on the transient response of a scene, which we acquire using an affordable setup consisting of a modulated light source and a time-of-flight image sensor. By exploiting sparsity in the reconstruction domain, we achieve resolutions in the order of a few centimeters for object shape (depth and laterally) and albedo. Our method is robust to ambient light and works for large room-sized scenes. It is drastically faster and less expensive than previous approaches using femtosecond lasers and streak cameras, and does not require any moving parts.
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