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awesome-polarization-in-vision

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A collection of polarization-based models in computer vision, including shape from polarization, polarization-based reflection removal.

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# awesome-polarization-in-vision
A collection of polarization-based models in computer vision, including shape from polarization, polarization-based reflection removal.

# [Table of Contents]()

* [Papers and Code](#Papers-and-Code)
* [Books](#Books)
* [Blogs](#Blogs)
* [Lecture Videos]()
* [Datasets](#Datasets)
* [Workshops](#Workshops)
* [Researchers](#Researchers)

## [Papers and Code]()

A curated set of papers along with code.

### [Polarization in 3D Computer Vision]()

* __NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Images__, (2024), CVPR, [[pdf]](https://arxiv.org/abs/2406.07111)[[code]](https://github.com/PRIS-CV/NeRSP).
* __NeISF: Neural Incident Stokes Field for Geometry and Material Estimation__, (2024), CVPR, [[pdf]](https://arxiv.org/abs/2311.13187)[[code]](https://github.com/sony/NeISF).
* __Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset__, (2024), CVPR, [[pdf]]([https://chenyanglei.github.io/](https://arxiv.org/abs/2311.17396)).
* __Polarization Wavefront Lidars: Learning to Recover Large-Scale Scene Information from Polarized Wavefronts__, (2024), CVPR, [[pdf]](https://chenyanglei.github.io/).
* __Robust Depth Enhancement via Polarization Prompt Fusion Tuning__, (2024), CVPR, [[pdf]](https://arxiv.org/abs/2404.04318).
* __High-Res Facial Appearance Capture from Polarized Smartphone Images__, (2023), CVPR, [[pdf]](https://arxiv.org/pdf/2212.01160.pdf).
* __Sparse ellipsometry: portable acquisition of polarimetric SVBRDF and shape with unstructured flash photography__, (2022), SIGGRAPH, [[pdf]](https://dl.acm.org/doi/pdf/10.1145/3528223.3530075) [[code]](https://github.com/KAIST-VCLAB/SparseEllipsometry.git).
* __Perspective Phase Angle Model for Polarimetric 3D Reconstruction__, (2022), ECCV, [[pdf]](https://arxiv.org/pdf/2207.09629v2).
* __Shape from Polarization for Complex Scenes in the Wild__, (2022), CVPR, [code](https://github.com/ChenyangLEI/sfp-wild). 
* __PANDORA: Polarization-Aided Neural Decomposition Of Radiance__, (2022), [[pdf]](PANDORA: Polarization-Aided Neural Decomposition Of Radiance).
* __Transparent Shape from Single Polarization Images__, (2022), [[pdf]](https://arxiv.org/pdf/2204.06331v4).
* __Polarimetric Helmholtz Stereopsis__, (2021), ICCV. 
* __Polarimetric Normal Stereo__, (2021), CVPR. 
* __Shape from Sky: Polarimetric Normal Recovery Under The Sky__, (2021), CVPR. 
* __Deep Polarization Imaging for 3D Shape and SVBRDF Acquisition__, (2021), CVPR. 
* __Polarimetric Monocular Dense Mapping Using Relative Deep Depth Prior__, (2021), RAL. 
* __P2D: a self-supervised method for depth estimation from polarimetry__, (2020), [paper](https://arxiv.org/pdf/2007.07567.pdf), **dataset**
* __Deep Shape from Polarization__, (2020), _Yunhao Ba, Alex Ross Gilbert, Franklin Wang, Jinfa Yang, Rui Chen, Yiqin Wang, Lei Yan, Boxin Shi, Achuta Kadambi_. [[pdf]](https://arxiv.org/abs/1903.10210) [[website]](https://visual.ee.ucla.edu/deepsfp.htm), **dataset**
* __Depth from a polarisation + RGB stereo pair__, (2019), _Zhu, Dizhong and Smith, William AP_. [[pdf]](https://arxiv.org/abs/1903.12061) [[code]](https://github.com/AmosZhu/CVPR2019) 
* __Mirror Surface Reconstruction Using Polarization Field__, (2019), ICIP
* __Polarimetric Relative Pose Estimation__, (2019), _Cui et al._
* __Polarimetric Monocular Dense SLAM__, (2018), _Yang et al_. [[video]](https://www.bilibili.com/video/BV1QL41177Sd)
* __Shape-from-polarisation: a nonlinear least squares approach__, (2017), [[pdf]](https://openaccess.thecvf.com/content_ICCV_2017_workshops/papers/w43/Yu_Shape-From-Polarisation_A_Nonlinear_ICCV_2017_paper.pdf) [[code]](https://github.com/waps101/polarisation_optimisation).
* __Depth from stereo polarization in specular scenes for urban robotics__, (2017)
* __Polarisation photometric stereo__, (2017)
* __Polarimetric three-view geometry__, (2018)
* __Polarimetric multi-view stereo__, (2017)
* __Shape and light directions from shading and polarization__, (2015)
* __Polarized 3d: High-quality depth sensing with polarization cues__, (2015)
* __Direct method for shape recovery from polarization and shading__, (2012)
* __Shape and refractive index recovery from single-view polarisation images__, (2010)
* __Shape estimation using polarization and shading from two views__, (2007)
* __What is the range of surface reconstructions from a gradient field__,  (2006)
* __Recovery of surface orientation from diffuse polarization__, (2006)
* __Polarization imaging applied to 3D reconstruction of specular metallic surfaces__, (2005)
* __Transparent surface modeling from a pair of polarization images__, (2004)
* __Polarization-based inverse rendering from a single view__, (2003)
* __Separating reflections and lighting using independent components analysis__, (1999)

### [Polarization in Image Enhancement]()
* __Polarization guided HDR reconstruction via pixel-wise depolarization__, (2023), TIP
* __Polarization-aware low-light image enhancement__, (2023), AAAI
* __Learning to dehaze with polarization__, (2021), NeurIPS
* __Polarized Reflection Removal with Perfect Alignment in the Wild__, (2020), _Chenyang Lei, Xuhua Huang, Mengdi Zhang, Qiong Yan, Wenxiu Sun, and Qifeng Chen_. [[pdf]](https://cqf.io/papers/Polarized_Reflection_Removal_CVPR2020.pdf) [[code]](https://github.com/ChenyangLEI/CVPR2020-Polarized-Reflection-Removal-with-Perfect-Alignment), CVPR. **dataset**
* __Reflection separation using a pair of unpolarized and polarized images__, (2019)
* __Image dehazing using polarization effects of objects and airlight__, (2014)
* __A physically-based approach to reflection separation: from physical modeling to constrained optimization__, (2013)
* __Clear underwater vision__, (2004)

### [Polarization in Image Segmentation and Detection]()

* __Glass Segmentation using Intensity and Spectral Polarization Cues__, (2022), CVPR, [[pdf]](https://openaccess.thecvf.com/content/CVPR2022/papers/Mei_Glass_Segmentation_Using_Intensity_and_Spectral_Polarization_Cues_CVPR_2022_paper.pdf) [[code]](https://github.com/Mhaiyang/CVPR2022_PGSNet).
* __Multimodal Material Segmentation__, (2022), CVPR, [[pdf]](https://vision.ist.i.kyoto-u.ac.jp/pubs/YLiang_CVPR22.pdf) [[code]](https://github.com/kyotovision-public/multimodal-material-segmentation).
* __Deep Snapshot HDR Reconstruction Based on the Polarization Camera__, (2021), ICIP, [[pdf]](https://arxiv.org/abs/2105.05824).
* __Deep Polarization Cues for Transparent Object Segmentation__, (2020), **dataset**
* __HDR Reconstruction Based on the Polarization Camera__, (2020)
* __A New Multimodal RGB and Polarimetric Image Dataset for Road Scenes Analysis__, (2020), [dataset](http://pagesperso.litislab.fr/rblin/databases/)
* __Outdoor Scenes Pixel-wise Semantic Segmentation using Polarimetry and Fully Convolutional Network__, (2019), **datast**
* __Road scenes analysis in adverse weather conditions bypolarization-encoded images and adapted deep learning__, (2019)
* __Adapted learning for polarization-based car detection__, (2019)
*

### [Polarization in Other Tasks]()

* __Polarized Optical-Flow Gyroscope__, (2020), ECCV
* __Monochrome and color polarization demosaicking using edge-aware residual interpolation__, (2020)
* __Face Anti-Spoofing by Learning Polarization Cues in a Real-World Scenario__, (2020)
* __Survey of demosaicking methods for polarization filter array images__, (2018)
* __Simultaneous acquisition of polarimetric SVBRDF and normals.__, (2018)
* __Polarization imaging reflectometry in the wild__, (2017)
* __Enhanced material classification using turbulence-degraded polarimetric imagery__, (2010)
* __Polarization phase-based method for material classification in computer vision__, (1998)

## [Books]()

* [Field Guide to Polarization](https://www.spiedigitallibrary.org/ebooks/FG/Field-Guide-to-Polarization/eISBN-9780819478207/10.1117/3.626141)

## Blogs

## Lecture Videos

## Datasets

## Workshops

## Researchers
- Boxin Shi
- Seung-Hwan Baek
- Felix Heide
- Actual Kadambi
- Zhaopeng Cui
- Chenyang Lei

## Contributions

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