arXiv:2603.09548cs.CVcs.GR2026-03被引 1

系统对比多种非视域成像方法,揭示其性能瓶颈与共性限制。

A comprehensive study of time-of-flight non-line-of-sight imaging

  • 基于统一前向模型分析不同方法的数学本质
  • 相同硬件下各方法分辨率与抗噪性差异有限
  • 为新方法评估提供可复现的基准框架

飞行时间非视域(ToF NLOS)成像通过反演经可见表面散射的间接光子路径,实现对拐角后场景的高精度重建,依赖皮秒级分辨率传感器。现有多种方法在公式和硬件实现上差异显著,难以客观评估其理论与实验性能。本文基于统一的前向模型,梳理典型假设下可求解的逆问题,并揭示其与拉东变换家族的关系。进一步分析这些模型在频域迁移与基于相位的虚拟视距成像方法的关联,后者符合传统透镜系统约束。在相同硬件与近似光子数条件下,对代表性方法进行实验评估,结果表明:所有方法在空间分辨率、可视范围和噪声敏感性方面表现相似,差异主要源于特定参数设计。本研究提出的评估框架有望成为未来ToF NLOS成像研究的客观参照标准。

原文摘要 · Abstract (English)

Time-of-Flight non-line-of-sight (ToF NLOS) imaging techniques provide state-of-the-art reconstructions of scenes hidden around corners by inverting the optical path of indirect photons scattered by visible surfaces and measured by picosecond resolution sensors. The emergence of a wide range of ToF NLOS imaging methods with heterogeneous formulae and hardware implementations obscures the assessment of both their theoretical and experimental aspects. We present a comprehensive study of a representative set of ToF NLOS imaging methods by discussing their similarities and differences under common formulation and hardware. We first outline the problem statement under a common general forward model for ToF NLOS measurements, and the typical assumptions that yield tractable inverse models. We discuss the relationship of the resulting simplified forward and inverse models to a family of Radon transforms, and how migrating these to the frequency domain relates to recent phasor-based virtual line-of-sight imaging models for NLOS imaging that obey the constraints of conventional lens-based imaging systems. We then evaluate performance of the selected methods on hidden scenes captured under the same hardware setup and similar photon counts. Our experiments show that existing methods share similar limitations on spatial resolution, visibility, and sensitivity to noise when operating under equal hardware constraints, with particular differences that stem from method-specific parameters. We expect our methodology to become a reference in future research on ToF NLOS imaging to obtain objective comparisons of existing and new methods.

非视域成像飞时成像反问题评测基准

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。