3D 视觉与重建 · CVPR2026 ·2026.06.03

X 波段雷达非视域成像

X-band Radar Non-Line-of-Sight Imaging

Dongyu Du、Mingkun Zhao、Yutong Yang、Dominik Scheuble、Xiaolong Huang、Zijian Shao 等 9 人

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把 NLOS 成像从光学波段搬到 X 波段雷达,利用长波长把漫反射变成准镜面反射,从而突破平方衰减的射程限制;其「学习式稠密预测 + 几何感知重建」的两阶段神经重建框架,可迁移到低分辨率、长波段的深度/几何反演任务。

原文依据 We propose an X-band radar-based NLOS imaging method that leverages the long wavelength to convert diffuse reflections into predominantly specular ones
可迁移到 非视域成像三维重建深度估计

摘要译文

由模型翻译 · 术语统一 · 请对照原文核对关键结论

传统成像系统只能捕获位于直接视线(LOS)内的物体。经过十年对非视域(NLOS)成像方法的研究,人们已经能够通过分析间接光传输来重建视线之外的隐藏几何结构。然而,现有方法大多工作在光学可见光或红外波段。由于依赖漫反射的多次互反射,每一次弹射都会带来二次方的强度衰减。因此,在受眼睛安全限制的照明功率下,现有方法从根本上被限制在数米量级的短距离范围内。我们提出一种基于 X 波段雷达的非视域成像方法,利用其长波长将漫反射转变为以镜面反射为主,从而实现大尺度隐藏场景的感知。我们开发了一种神经重建方法,将学习式稠密预测模块与几何感知的非视域重建模块相结合,以应对长波长雷达固有的低空间分辨率问题。我们使用原型系统和仿真对本方法进行了评估。合成数据验证表明,在相同发射功率下,X 波段雷达的非视域重建距离比光学系统长 10 倍;实验结果进一步表明,该方法能够对最远 40 米处的隐藏物体实现准确重建,为面向真实世界的远距离非视域感知建立了一条切实可行的路径。

英文原文摘要 1394 字符

Conventional imaging systems capture objects visible in the direct line-of-sight (LOS). A decade of research on non-line-of-sight (NLOS) imaging approaches has made it possible to reconstruct hidden geometry outside the line of sight by analyzing indirect light transport. However, most existing methods operate in the optical visible or IR range. Relying on diffuse inter-reflections, every bounce incurs a quadratic intensity falloff. As such, with illumination power limited by eye-safety limitations, existing methods are fundamentally restricted to short ranges on the order of a few meters. We propose an X-band radar-based NLOS imaging method that leverages the long wavelength to convert diffuse reflections into predominantly specular ones, allowing for large-scale hidden-scene perception. We develop a neural reconstruction method that combines a learned dense prediction module and a geometry-aware NLOS reconstruction module, tackling the inherently low spatial resolution of long-wavelength radar. We assess our method using a prototype system and in simulation. Synthetic validation shows that, under the same transmit power, X-band radar achieves 10xlonger NLOS reconstruction range than optical systems, while experimental results further demonstrate accurate hidden-object reconstructions up to 40 m, establishing a practical pathway toward real-world long-range NLOS sensing.

标签

会议 CVPR2026
页码 5647-5658
Bibkey
来源 CVF Open Access