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Non-line-of-sight imaging using phasor-field virtual wave optics

机译:使用相场虚拟波光学器件的非视距成像

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摘要

Non-line-of-sight imaging allows objects to be observed when partially or fully occluded from direct view, by analysing indirect diffuse reflections off a secondary relay surface. Despite many potential applications(1-9), existing methods lack practical usability because of limitations including the assumption of single scattering only, ideal diffuse reflectance and lack of occlusions within the hidden scene. By contrast, line-of-sight imaging systems do not impose any assumptions about the imaged scene, despite relying on the mathematically simple processes of linear diffractive wave propagation. Here we show that the problem of non-line-of-sight imaging can also be formulated as one of diffractive wave propagation, by introducing a virtual wave field that we term the phasor field. Non-line-of-sight scenes can be imaged from raw time-of-flight data by applying the mathematical operators that model wave propagation in a conventional line-of-sight imaging system. Our method yields a new class of imaging algorithms that mimic the capabilities of line-of-sight cameras. To demonstrate our technique, we derive three imaging algorithms, modelled after three different line-of-sight systems. These algorithms rely on solving a wave diffraction integral, namely the Rayleigh-Sommerfeld diffraction integral. Fast solutions to Rayleigh-Sommerfeld diffraction and its approximations are readily available, benefiting our method. We demonstrate non-line-of-sight imaging of complex scenes with strong multiple scattering and ambient light, arbitrary materials, large depth range and occlusions. Our method handles these challenging cases without explicitly inverting a light-transport model. We believe that our approach will help to unlock the potential of non-line-of-sight imaging and promote the development of relevant applications not restricted to laboratory conditions.
机译:通过非视距成像,可以通过分析次中继表面的间接漫反射来观察部分或完全遮挡的物体。尽管有许多潜在的应用(1-9),但由于存在局限性,包括仅假设单个散射,理想的漫反射率以及在隐藏场景中缺乏遮挡,现有方法仍缺乏实用性。相反,尽管视线成像系统依赖于数学上简单的线性衍射波传播过程,但它对成像场景没有任何假设。在这里,我们表明,通过引入虚拟波场(称为相量场),非视距成像问题也可以表述为衍射波传播之一。通过应用对传统视距成像系统中的波传播进行建模的数学运算符,可以从原始飞行时间数据中成像非视距场景。我们的方法产生了一类新的成像算法,可模仿视线相机的功能。为了演示我们的技术,我们推导了三种成像算法,它们以三种不同的视线系统为模型。这些算法依赖于求解波衍射积分,即瑞利-索默菲尔德衍射积分。 Rayleigh-Sommerfeld衍射及其近似的快速解决方案随时可用,这有益于我们的方法。我们演示了具有强多重散射和环境光,任意材质,大深度范围和遮挡的复杂场景的非视线成像。我们的方法可以处理这些具有挑战性的情况,而无需明确反转光传输模型。我们相信,我们的方法将有助于释放非视距成像的潜力,并促进不限于实验室条件的相关应用的开发。

著录项

  • 来源
    《Nature》 |2019年第7771期|620-623|共4页
  • 作者单位

    Univ Wisconsin, Dept Elect & Comp Engn, 1415 Johnson Dr, Madison, WI 53706 USA;

    Univ Zaragoza I3A, Graph & Imaging Lab, Zaragoza, Spain;

    Univ Wisconsin, Dept Elect & Comp Engn, 1415 Johnson Dr, Madison, WI 53706 USA;

    Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53706 USA;

    Univ Wisconsin, Dept Elect & Comp Engn, 1415 Johnson Dr, Madison, WI 53706 USA;

    Univ Zaragoza I3A, Graph & Imaging Lab, Zaragoza, Spain;

    Univ Zaragoza I3A, Graph & Imaging Lab, Zaragoza, Spain;

    Univ Wisconsin, Dept Elect & Comp Engn, 1415 Johnson Dr, Madison, WI 53706 USA|Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53706 USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-18 04:27:50

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