All-photon Polarimetric Time-of-Flight Imaging
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Abstract (arXiv)
Time-of-flight (ToF) sensors provide an imaging modality fueling diverse applications, including LiDAR in autonomous driving, robotics, and augmented reality. Conventional ToF imaging methods estimate the depth by sending pulses of light into a scene and measuring the ToF of the first-arriving photons directly reflected from a scene surface without any temporal delay. As such, all photons following this first response are typically considered as unwanted noise. In this paper, we depart from the principle of using first-arriving photons and propose an all-photon ToF imaging method by incorporating the temporal-polarimetric analysis of first- and late-arriving photons, which possess rich scene information about its geometry and material. To this end, we propose a novel temporal-polarimetric reflectance model, an efficient capture method, and a reconstruction method that exploits the temporal-polarimetric changes of light reflected by the surface and sub-surface reflection. The proposed all-photon polarimetric ToF imaging method allows for acquiring depth, surface normals, and material parameters of a scene by utilizing all photons captured by the system, whereas conventional ToF imaging only obtains coarse depth from the first-arriving photons. We validate our method in simulation and experimentally with a prototype.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 5 of its 50 references that are in the map. First posted on arXiv 17 Dec 2021.
Builds on
5 of 50 references.
References · 5
- 2017ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenescited by 3,088
- 2017Matterport3D: Learning from RGB-D Data in Indoor Environmentscited by 1,354
- 2019The Replica Dataset: A Digital Replica of Indoor Spacescited by 885
- 2019Real-Time Global Illumination Decomposition of Videoscited by 18
- 2017Snapshot Difference Imaging using Time-of-Flight Sensorscited by 2
Built on by
Citing papers per year: 2023: 3; 2024: 4; 2025: 2; 2026: 3.
12 papers.
- 2023NeISF: Neural Incident Stokes Field for Geometry and Material Estimationcited by 25
- 2024Polarization Wavefront Lidar: Learning Large Scene Reconstruction from Polarized Wavefrontscited by 7
- 2024Deep Polarization Cues for Single-shot Shape and Subsurface Scattering Estimationcited by 6
- 2023Differentiable Display Photometric Stereocited by 4
- 2024Event Ellipsometer: Event-based Mueller-Matrix Video Imagingcited by 4
- 2024Polarimetric BSSRDF Acquisition of Dynamic Facescited by 3
- 2025Benchmarking Burst Super-Resolution for Polarization Images: Noise Dataset and Analysiscited by 3
- 2023Polarimetric Light Transport Analysis for Specular Inter-reflectioncited by 1
- 2025Spatial Polarization Multiplexing: Single-Shot Invisible Shape and Reflectance Recoverycited by 0
- 2026Revisiting Shape from Polarization in the Era of Vision Foundation Modelscited by 0
- 2026PhyGaP: Physically-Grounded Gaussians with Polarization Cuescited by 0
- 2026End-to-End Optimization of Polarimetric Measurement and Material Classifiercited by 0
- 2026End-to-End Optimization of Polarimetric Measurement and Material Classifier20 Mar 2026
- 2026PhyGaP: Physically-Grounded Gaussians with Polarization Cues14 Mar 2026
- 2026Revisiting Shape from Polarization in the Era of Vision Foundation Models5 Mar 2026
- 2025Spatial Polarization Multiplexing: Single-Shot Invisible Shape and Reflectance Recovery17 Apr 2025
- 2025Benchmarking Burst Super-Resolution for Polarization Images: Noise Dataset and Analysis24 Mar 2025
- 2024Polarimetric BSSRDF Acquisition of Dynamic Faces29 Dec 2024
- 2024Event Ellipsometer: Event-based Mueller-Matrix Video Imaging26 Nov 2024
- 2024Deep Polarization Cues for Single-shot Shape and Subsurface Scattering Estimation11 Jul 2024
- 2024Polarization Wavefront Lidar: Learning Large Scene Reconstruction from Polarized Wavefronts5 Jun 2024
- 2023Polarimetric Light Transport Analysis for Specular Inter-reflection7 Dec 2023
- 2023NeISF: Neural Incident Stokes Field for Geometry and Material Estimation22 Nov 2023
- 2023Differentiable Display Photometric Stereo23 Jun 2023