Spatial Polarization Multiplexing: Single-Shot Invisible Shape and Reflectance Recovery
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Abstract (arXiv)
We propose spatial polarization multiplexing (SPM) for joint sensing of shape and reflectance of a static or dynamic deformable object, which is also invisible to the naked eye. Past structured-light methods are limited to shape acquisition and cannot recover reflectance as they alter scene appearance. Our key idea is to spatially multiplex a polarization pattern to encode the incident ray and also densely sample the reflected light. We derive a quantized polarized light pattern that can be robustly and uniquely decoded from the reflected Angle of Linear Polarization (AoLP) values. It also enables single-shot disentanglement of polarimetric diffuse and specular reflections for accurate BRDF estimation. We achieve this spatial polarization multiplexing (SPM) with a constrained de Bruijn sequence. We validate this novel invisible single-shot shape and reflectance method with real static and dynamic objects. The results demonstrate the effectiveness of SPM for accurate shape and BRDF measurement which opens new avenues of application for 3D sensing thanks to its invisibility and ability to jointly recover the radiometric properties.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 22 of its 76 references that are in the map. First posted on arXiv 17 Apr 2025.
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References · 22
- 2014Adam: A Method for Stochastic Optimizationcited by 37,240
- 2021PhySG: Inverse Rendering with Spherical Gaussians for Physics-based Material Editing and Relightingcited by 335
- 2023GaussianShader: 3D Gaussian Splatting with Shading Functions for Reflective Surfacescited by 252
- 2023GS-IR: 3D Gaussian Splatting for Inverse Renderingcited by 224
- 2024RGBleftrightarrowX: Image decomposition and synthesis using material- and lighting-aware diffusion modelscited by 161
- 2024StableNormal: Reducing Diffusion Variance for Stable and Sharp Normalcited by 154
- 2018InverseRenderNet: Learning single image inverse renderingcited by 100
- 2020Deep 3D Capture: Geometry and Reflectance from Sparse Multi-View Imagescited by 65
- 2025DiffusionRenderer: Neural Inverse and Forward Rendering with Video Diffusion Modelscited by 57
- 2021Deep Polarization Imaging for 3D shape and SVBRDF Acquisitioncited by 56
- 2025NormalCrafter: Learning Temporally Consistent Normals from Video Diffusion Priorscited by 25
- 2021Multi-view 3D Reconstruction of a Texture-less Smooth Surface of Unknown Generic Reflectancecited by 17
10 more
- 2021All-photon Polarimetric Time-of-Flight Imagingcited by 12
- 2023Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectancecited by 11
- 2022nLMVS-Net: Deep Non-Lambertian Multi-View Stereocited by 10
- 2017Depth estimation using structured light flow -- analysis of projected pattern flow on an object's surface --cited by 9
- 2024NeISF++: Neural Incident Stokes Field for Polarized Inverse Rendering of Conductors and Dielectricscited by 9
- 2022Sparse Ellipsometry: Portable Acquisition of Polarimetric SVBRDF and Shape with Unstructured Flash Photographycited by 7
- 2022Fresnel Microfacet BRDF: Unification of Polari-Radiometric Surface-Body Reflectioncited by 6
- 2023SPIDeRS: Structured Polarization for Invisible Depth and Reflectance Sensingcited by 6
- 2024MERLiN: Single-Shot Material Estimation and Relighting for Photometric Stereocited by 4
- 2023Fooling Polarization-based Vision using Locally Controllable Polarizing Projectioncited by 2
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- 2025PolarAnything: Diffusion-based Polarimetric Image Synthesis
- 2026LD-SLRO: Latent Diffusion Structured Light for 3-D Reconstruction of Highly Reflective Objects
- 2026PolarScale: A Physics-Grounded Benchmark for Radiometrically Consistent RGB-to-Stokes Estimation
- 2025ComGS: Efficient 3D Object-Scene Composition via Surface Octahedral Probes
- 2024Diffusion-based Light Field Synthesis
- 2023S2P3: Self-Supervised Polarimetric Pose Prediction
- 2026Stokes-Informed Diffusion for Robust Linear Polarization Estimation
- 2026Polarization Uncertainty-Guided Diffusion Model for Color Polarization Image Demosaicking