mlsanityData to 7 Oct 2026

All-photon Polarimetric Time-of-Flight Imaging

arXiv 2112.09278 ↗First posted 17 Dec 2021cs.CVcited by 12

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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

  1. 2017ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenescited by 3,088
  2. 2017Matterport3D: Learning from RGB-D Data in Indoor Environmentscited by 1,354
  3. 2019The Replica Dataset: A Digital Replica of Indoor Spacescited by 885
  4. 2019Real-Time Global Illumination Decomposition of Videoscited by 18
  5. 2017Snapshot Difference Imaging using Time-of-Flight Sensorscited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 3; 2024: 4; 2025: 2; 2026: 3.

12 papers.