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Coded time of flight cameras: sparse deconvolution to address multipath interference and recover time profiles

机译:编码的飞行时间摄像机:稀疏解卷积以解决多径干扰并恢复时间曲线

摘要

Time of flight cameras produce real-time range maps at a relatively low cost using continuous wave amplitude modulation and demodulation. However, they are geared to measure range (or phase) for a single reflected bounce of light and suffer from systematic errors due to multipath interference.We re-purpose the conventional time of flight device for a new goal: to recover per-pixel sparse time profiles expressed as a sequence of impulses. With this modification, we show that we can not only address multipath interference but also enable new applications such as recovering depth of near-transparent surfaces, looking through diffusers and creating time-profile movies of sweeping light.Our key idea is to formulate the forward amplitude modulated light propagation as a convolution with custom codes, record samples by introducing a simple sequence of electronic time delays, and perform sparse deconvolution to recover sequences of Diracs that correspond to multipath returns. Applications to computer vision include ranging of near-transparent objects and subsurface imaging through diffusers. Our low cost prototype may lead to new insights regarding forward and inverse problems in light transport.
机译:飞行时间相机使用连续波幅度调制和解调以相对较低的成本生成实时距离图。但是,它们适合测量单个反射光的反射范围(或相位),并且由于多径干扰而遭受系统误差。我们将常规飞行时间设备重新用于新的目标:恢复每像素稀疏时间曲线表示为一系列脉冲。通过此修改,我们证明了我们不仅可以解决多径干扰问题,而且还可以实现新应用,例如恢复近乎透明的表面的深度,透过漫射器观察并创建掠过时间的时光电影。调幅光传播作为与自定义代码的卷积,通过引入简单的电子时间延迟序列记录样本,并执行稀疏解卷积以恢复与多径返回相对应的狄拉克序列。计算机视觉的应用包括范围近乎透明的物体和通过漫射器进行的地下成像。我们的低成本原型可能会带来有关轻型运输中正向和反向问题的新见解。

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