mlsanityData to 7 Oct 2026

Thermal Polarimetric Multi-view Stereo

arXiv 2510.20972 ↗First posted 23 Oct 2025cs.CVcited by 1

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Abstract (arXiv)

This paper introduces a novel method for detailed 3D shape reconstruction utilizing thermal polarization cues. Unlike state-of-the-art methods, the proposed approach is independent of illumination and material properties. In this paper, we formulate a general theory of polarization observation and show that long-wave infrared (LWIR) polarimetric imaging is free from the ambiguities that affect visible polarization analyses. Subsequently, we propose a method for recovering detailed 3D shapes using multi-view thermal polarimetric images. Experimental results demonstrate that our approach effectively reconstructs fine details in transparent, translucent, and heterogeneous objects, outperforming existing techniques.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 14 of its 55 references that are in the map. First posted on arXiv 23 Oct 2025.

Builds on

14 of 55 references.

References · 14

  1. 2024SAM 2: Segment Anything in Images and Videoscited by 2,784
  2. 2019DeepSDF: Learning Continuous Signed Distance Functions for Shape Representationcited by 2,682
  3. 2020Implicit Geometric Regularization for Learning Shapescited by 707
  4. 2021Shape from Polarization for Complex Scenes in the Wildcited by 53
  5. 2020Polarimetric Multi-View Inverse Renderingcited by 28
  6. 2023NeISF: Neural Incident Stokes Field for Geometry and Material Estimationcited by 25
  7. 2024NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Imagescited by 22
  8. 2024Thermal-NeRF: Neural Radiance Fields from an Infrared Cameracited by 21
  9. 2023Multi-View Azimuth Stereo via Tangent Space Consistencycited by 16
  10. 2024Thermal3D-GS: Physics-induced 3D Gaussians for Thermal Infrared Novel-view Synthesiscited by 16
  11. 2024ThermalNeRF: Thermal Radiance Fieldscited by 13
  12. 2023Absorption-Based, Passive Range Imaging from Hyperspectral Thermal Measurementscited by 8
2 more
  1. 2023Photometric Correction for Infrared Sensorscited by 1
  2. 2023Pola4All: survey of polarimetric applications and an open-source toolkit to analyze polarizationcited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.