mlsanityData to 7 Oct 2026

Pola4All: survey of polarimetric applications and an open-source toolkit to analyze polarization

arXiv 2312.14697 ↗First posted 22 Dec 2023cs.CVcited by 1

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Abstract (arXiv)

Polarization information of the light can provide rich cues for computer vision and scene understanding tasks, such as the type of material, pose, and shape of the objects. With the advent of new and cheap polarimetric sensors, this imaging modality is becoming accessible to a wider public for solving problems such as pose estimation, 3D reconstruction, underwater navigation, and depth estimation. However, we observe several limitations regarding the usage of this sensorial modality, as well as a lack of standards and publicly available tools to analyze polarization images. Furthermore, although polarization camera manufacturers usually provide acquisition tools to interface with their cameras, they rarely include processing algorithms that make use of the polarization information. In this paper, we review recent advances in applications that involve polarization imaging, including a comprehensive survey of recent advances on polarization for vision and robotics perception tasks. We also introduce a complete software toolkit that provides common standards to communicate with and process information from most of the existing micro-grid polarization cameras on the market. The toolkit also implements several image processing algorithms for this modality, and it is publicly available on GitHub: https://github.com/vibot-lab/Pola4all_JEI_2023.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 21 of its 82 references that are in the map. First posted on arXiv 22 Dec 2023.

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21 of 82 references.

References · 21

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  10. 2021Shape from Polarization for Complex Scenes in the Wildcited by 53
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  12. 2020Polarimetric Multi-View Inverse Renderingcited by 28
9 more
  1. 2020Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusioncited by 23
  2. 2021Polarimetric Pose Predictioncited by 16
  3. 2020Monochrome and Color Polarization Demosaicking Using Edge-Aware Residual Interpolationcited by 15
  4. 2021Human Pose and Shape Estimation from Single Polarization Imagescited by 13
  5. 2021Polarization Guided Specular Reflection Separationcited by 10
  6. 2021Polarimetric Monocular Dense Mapping Using Relative Deep Depth Priorcited by 8
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