tkuri/Awesome-Polarization

List of awesome papers on Polarization Imaging

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Apr 11, 2025

updated

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polarization-imaging

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README

Polarization Imaging

Polarizaiton Imaging (non-DL)
Polarizaiton Imaging (DL)
Miscellaneous (non-DL)
Miscellaneous (DL)

Polarization Imaging (non-DL)

Year	Pub	Paper	Application	Repo
2010	SIGGRAPH ASIA	Circularly Polarized Spherical Illumination Reflectometry	Rendering
2011	SIGGRAPH ASIA	Multiview Face Capture using Polarized Spherical Gradient Illumination	Rendering / 3D Shape
2015	CVPR	Shape and Light Directions From Shading and Polarization	Rendering / 3D Shape
2015	ICCV	Polarized 3D: Depth Sensing with Polarization Cues	3D Shape
2017	CVPR	Polarimetric Multi-View Stereo	3D Shape
2017	ICCV	A Lightweight Single-Camera Polarization Compass With Covariance Estimation	Compass
2017	ICCV	Linear Differential Constraints for Photo-Polarimetric Height Estimation	Rendering / 3D Shape
2017	SIGGRAPH ASIA	Polarization imaging reflectometry in the wild	Rendering
2018	CVPR	Polarimetric Dense Monocular SLAM	SLAM
2018	ECCV	Polarimetric Three-View Geometry	Camera Pose Estimation
2018	SIGGRAPH ASIA	Simultaneous Acquisition of Polarimetric SVBRDF and Normals	Rendering / 3D Shape
2019	CVPR	Polarimetric Camera Calibration Using an LCD Monitor	Calibration
2019	CVPR	Depth from a polarisation + RGB stereo pair	3D Shape	Code & Dataset
2019	ICCV	Polarimetric Relative Pose Estimation	Pose Estimation
2020	CVPR	Polarized Non-Line-of-Sight Imaging	NLOS
2020	SIGGRAPH	Image-Based Acquisition and Modeling of Polarimetric Reflectance	Rendering	Dataset
2020	ECCV	Full-Time Monocular Road Detection Using Zero-Distribution Prior of Angle of Polarization	Road Detection
2020	ECCV	Polarized Optical-Flow Gyroscope	Gyroscope
2020	ECCV	Polarimetric Multi-View Inverse Rendering	3D Shape
2021	CVPR	Polarimetric Normal Stereo	3D Shape
2021	CVPR	Shape From Sky: Polarimetric Normal Recovery Under the Sky	3D Shape
2021	SIGGRAPH ASIA	Polarimetric Spatio-Temporal Light Transport Probing	Transient Imaging
2022	CVPR	Degree-of-Linear-Polarization-Based Color Constancy	White Balance	Code & Dataset
2022	ICCP	PS2F: Polarized Spiral Point Spread Function for Single-Shot 3D Sensing	Microscope
2022	SIGGRAPH	Sparse Ellipsometry: Portable Acquisition of Polarimetric SVBRDF and Shape with Unstructured Flash Photography	Rendering / 3D Shape	Code
2022	ECCV	Perspective Phase Angle Model for Polarimetric 3D Reconstruction	3D Shape	Code
2023	CVPR	Polarimetric iToF: Measuring High-Fidelity Depth through Scattering Media	3D Shape
2023	CVPR	High-Res Facial Appearance Capture from Polarized Smartphone Images	Rendering / 3D Shape
2024	WACV	Polarimetric PatchMatch Multi-View Stereo	3D Shape	Code
2024	CVPR	SPIDeRS: Structured Polarization for Invisible Depth and Reflectance Sensing	3D Shape / Relighting
2024	CVPR	Spectral and Polarization Vision:Spectro-polarimetric Real-world Dataset	Dataset	Dataset
2024	CVPR	PolarMatte: Fully Computational Ground-Truth-Quality Alpha Matte Extraction for Images and Video using Polarized Screen Matting	Matting
2025	WACV	Polarization as Texture: Microscale 3D Shape from Polarized Light Focus	3D Shape

Polarization Imaging (DL)

Year	Pub	Paper	Application	Repo
2019	NeurIPS	Reflection Separation using a Pair of Unpolarized and Polarized Images	Reflection Removal	Code & Dataset
2020	CVPR	Polarized Reflection Removal With Perfect Alignment in the Wild	Reflection Removal	Code & Dataset
2020	CVPR	Deep Polarization Cues for Transparent Object Segmentation	Transparent Segmentation
2020	ECCV	Accurate Polarimetric BRDF for Real Polarization Scene Rendering	Rendering / 3D Shape
2020	ECCV	Deep Shape from Polarization	3D Shape	Dataset
2020	ECCV	Reflection Separation via Multi-bounce Polarization State Tracing	Reflection Separation
2020	ECCV	3D Human Shape Reconstruction from a Polarization Image	3D Human Shape	Code / Dataset
2021	CVPR	Deep Polarization Imaging for 3D shape and SVBRDF Acquisition	Rendering / 3D Shape	Code & Dataset
2021	ICIP	Deep Snapshot Hdr Reconstruction Based On The Polarization Camera	HDR
2022	CVPR	Shape From Polarization for Complex Scenes in the Wild	3D Shape	Code & Dataset
2022	CVPR	Glass Segmentation Using Intensity and Spectral Polarization Cues	Glass Segmentation	Code & Dataset
2022	CVPR	Multimodal Material Segmentation	Material Segmentation	Code & Dataset
2022	ICIP	Two-Step Color-Polarization Demosaicking Network	Demosaicking
2022	ECCV	PANDORA: Polarization-Aided Neural Decomposition Of Radiance	3D Shape	Code / Dataset
2022	ECCV	Polarimetric Pose Prediction	Pose Prediction	Code / Dataset
2023	WACV	Simultaneous Acquisition of High Quality RGB Image and Polarization Information using a Sparse Polarization Sensor	New Sensor Array	Code & Dataset
2023	CVPR	Polarized Color Image Denoising	Denoising	Code & Dataset
2023	ICCV	DPS-Net: Deep Polarimetric Stereo Depth Estimation	3D Shape
2023	ICCV	Transparent Shape from a Single View Polarization Image	3D Shape	Code & Dataset
2023	ICCV	Multi-view Spectral Polarization Propagation for Video Glass Segmentation	Transparent Segmentation
2023	SIGGRAPH ASIA	Neural Spectro-polarimetric Fields	View Synthesis	Code & Dataset
2024	CVPR	Robust Depth Enhancement via Polarization Prompt Fusion Tuning	3D Shape	Code & Dataset
2024	CVPR	NeISF: Neural Incident Stokes Field for Geometry and Material Estimation	Rendering / 3D Shape	Code & Dataset
2024	CVPR	Polarization Wavefront Lidar:Learning Large Scene Reconstruction from Polarized Wavefronts	3D Shape	Code
2024	CVPR	Fooling Polarization-Based Vision using Locally Controllable Polarizing Projection	Fooling
2024	CVPR	NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Images	3D Shape	Code & Dataset
2024	CVPR	Learning to Remove Wrinkled Transparent Film with Polarized Prior	Film removal	Code & Dataset
2024	AAAI	Exploiting Polarized Material Cues for Robust Car Detection	Car detection	Code & Dataset
2024	ECCV	Deep Polarization Cues for Single-shot Shape and Subsurface Scattering Estimation	Translucent 3D Shape	Code & Dataset
2024	ECCV	PISR: Polarimetric Neural Implicit Surface Reconstruction for Textureless and Specular Objects	3D Shape	Code
2025	CVPR	PolarFree: Polarization-based Reflection-Free Imaging	Reflection removal	Code & Dataset

Miscellaneous (non-DL)

Year	Pub	Paper	Obj	Repo
2006	IEEE Transactions on Image Processing	Recovery of surface orientation from diffuse polarization	3D Shape
2009	TPAMI	Active Polarization Descattering	Descattering
2010	SCCG	A standardised polarisation visualisation for images	Visualization
2012	Optics Express	Three-dimensional polarimetric computational integral imaging	Integral Imaging
2013	SIGGRAPH	A Reconfigurable Camera Add-On for High-Dynamic-Range, Multi-Spectral, Polarization, and Light-Field Imaging	Reconfigurable Camera
2014	SPIE	An overview of polarimetric sensing techniques and technology with applications to different research fields	Survey (General)
2015	Optics Express	Polarimetric 3D integral imaging in photon-starved conditions	Integral Imaging
2015	IEDM	Four-directional pixel-wise polarization CMOS image sensor using air-gap wire grid on 2.5-μm back-illuminated pixels	Sensor
2016	Arxiv	Shape from Mixed Polarization	3D Shape
2016	SPIE	Estimation of the degree of polarization in low-light 3D integral imaging	Integral Imaging
2017	International Journal of Computer Vision	Depth Sensing Using Geometrically Constrained Polarization Normals	3D Shape
2018	The Science of Nature	Polarisation vision: overcoming challenges of working with a property of light we barely see	Survey (General)
2018	Sensors (Basel)	Survey of Demosaicking Methods for Polarization Filter Array Images	Demosaicking
2018	JOSA	Denoising imaging polarimetry by adapted BM3D method	Denoising
2019	Light: Science & Applications	Nature-inspired chiral metasurfaces for circular polarization detection and full-Stokes polarimetric measurements	Sensor
2019	Light: Science & Applications	Circularly and elliptically polarized light under water and the Umov effect	Theory
2019	Journal of Modern Optics	Polarimetric imaging method for target enhancement in haze based on polarimetric retrieval	Dehazing
2019	Optics Letters	Three-dimensional polarimetric integral imaging under low illumination conditions	Integral Imaging
2019	Bioinspiration & Biomimetics	Noise creates polarization artefacts	Denoising
2019	VMV	Polarization Demosaicking for Monochrome and Color Polarization Focal Plane Arrays	Demosaicking
2019	IEEE Sensors Journal	Polarized Light-Based Cancer Cell Detection Techniques: A Review	Cancer Cell Detection
2020	Arxiv	Polarization Human Pose and Shape Dataset	Dataset	Code / Dataset
2020	Arxiv	Observation of geometric phase for unpolarized and partially polarized light fields	Theory
2020	TIP	A New Polarization Image Demosaicking Algorithm by Exploiting Inter-Channel Correlations With Guided Filtering	Demosaicking
2021	Arxiv	Polarimetric Monocular Dense Mapping Using Relative Deep Depth Prior	3D Shape
2021	Arxiv	Polarization Guided Specular Reflection Separation	Reflection Separation
2021	Arxiv	Polarimetric Spatio-Temporal Light Transport Probing	Transient Imaging
2021	OSA	Analysis of signal-to-noise ratio of angle of polarization and degree of polarization	Theory
2021	Arxiv	Next-generation perception system for automated defects detection in composite laminates via polarized computational imaging	Defects Detection
2022	Applied Optics	Calibration of a polarization image sensor and investigation of influencing factors	Calibration

Miscellaneous (DL)

Year	Pub	Paper	Obj	Repo
2019	Monthly Notices of the Royal Astronomical Society	Eliminating artefacts in polarimetric images using deep learning	Removing Artifact
2020	Arxiv	Face Anti-Spoofing by Learning Polarization Cues in a Real-World Scenario	Face Anti-Spoofing
2020	Arxiv	Polarimetric image augmentation	Augmentation
2020	Optics Express	Learning-based denoising for polarimetric images	Denoising
2020	Arxiv	Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusion	Segmentation	Code
2021	Arxiv	Deep Snapshot HDR Reconstruction Based on the Polarization Camera	HDR
2021	Arxiv	Human Pose and Shape Estimation from Single Polarization Images	Pose Estimation
2022	CVIU	Physically-admissible polarimetric data augmentation for road-scene analysis	Data Augmentation
2023	Arxiv	Polarimetric Imaging for Perception	Road Detection

Contributors

tkuri

119 commits

ChenhaoLi377

3 commits

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tkuri/Awesome-Polarization

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Polarization Imaging (non-DL)

Year	Pub	Paper	Application	Repo
2010	SIGGRAPH ASIA	Circularly Polarized Spherical Illumination Reflectometry	Rendering
2011	SIGGRAPH ASIA	Multiview Face Capture using Polarized Spherical Gradient Illumination	Rendering / 3D Shape
2015	CVPR	Shape and Light Directions From Shading and Polarization	Rendering / 3D Shape
2015	ICCV	Polarized 3D: Depth Sensing with Polarization Cues	3D Shape
2017	CVPR	Polarimetric Multi-View Stereo	3D Shape
2017	ICCV	A Lightweight Single-Camera Polarization Compass With Covariance Estimation	Compass
2017	ICCV	Linear Differential Constraints for Photo-Polarimetric Height Estimation	Rendering / 3D Shape
2017	SIGGRAPH ASIA	Polarization imaging reflectometry in the wild	Rendering
2018	CVPR	Polarimetric Dense Monocular SLAM	SLAM
2018	ECCV	Polarimetric Three-View Geometry	Camera Pose Estimation
2018	SIGGRAPH ASIA	Simultaneous Acquisition of Polarimetric SVBRDF and Normals	Rendering / 3D Shape
2019	CVPR	Polarimetric Camera Calibration Using an LCD Monitor	Calibration
2019	CVPR	Depth from a polarisation + RGB stereo pair	3D Shape	Code & Dataset
2019	ICCV	Polarimetric Relative Pose Estimation	Pose Estimation
2020	CVPR	Polarized Non-Line-of-Sight Imaging	NLOS
2020	SIGGRAPH	Image-Based Acquisition and Modeling of Polarimetric Reflectance	Rendering	Dataset
2020	ECCV	Full-Time Monocular Road Detection Using Zero-Distribution Prior of Angle of Polarization	Road Detection
2020	ECCV	Polarized Optical-Flow Gyroscope	Gyroscope
2020	ECCV	Polarimetric Multi-View Inverse Rendering	3D Shape
2021	CVPR	Polarimetric Normal Stereo	3D Shape
2021	CVPR	Shape From Sky: Polarimetric Normal Recovery Under the Sky	3D Shape
2021	SIGGRAPH ASIA	Polarimetric Spatio-Temporal Light Transport Probing	Transient Imaging
2022	CVPR	Degree-of-Linear-Polarization-Based Color Constancy	White Balance	Code & Dataset
2022	ICCP	PS2F: Polarized Spiral Point Spread Function for Single-Shot 3D Sensing	Microscope
2022	SIGGRAPH	Sparse Ellipsometry: Portable Acquisition of Polarimetric SVBRDF and Shape with Unstructured Flash Photography	Rendering / 3D Shape	Code
2022	ECCV	Perspective Phase Angle Model for Polarimetric 3D Reconstruction	3D Shape	Code
2023	CVPR	Polarimetric iToF: Measuring High-Fidelity Depth through Scattering Media	3D Shape
2023	CVPR	High-Res Facial Appearance Capture from Polarized Smartphone Images	Rendering / 3D Shape
2024	WACV	Polarimetric PatchMatch Multi-View Stereo	3D Shape	Code
2024	CVPR	SPIDeRS: Structured Polarization for Invisible Depth and Reflectance Sensing	3D Shape / Relighting
2024	CVPR	Spectral and Polarization Vision:Spectro-polarimetric Real-world Dataset	Dataset	Dataset
2024	CVPR	PolarMatte: Fully Computational Ground-Truth-Quality Alpha Matte Extraction for Images and Video using Polarized Screen Matting	Matting
2025	WACV	Polarization as Texture: Microscale 3D Shape from Polarized Light Focus	3D Shape

Polarization Imaging (DL)

Year	Pub	Paper	Application	Repo
2019	NeurIPS	Reflection Separation using a Pair of Unpolarized and Polarized Images	Reflection Removal	Code & Dataset
2020	CVPR	Polarized Reflection Removal With Perfect Alignment in the Wild	Reflection Removal	Code & Dataset
2020	CVPR	Deep Polarization Cues for Transparent Object Segmentation	Transparent Segmentation
2020	ECCV	Accurate Polarimetric BRDF for Real Polarization Scene Rendering	Rendering / 3D Shape
2020	ECCV	Deep Shape from Polarization	3D Shape	Dataset
2020	ECCV	Reflection Separation via Multi-bounce Polarization State Tracing	Reflection Separation
2020	ECCV	3D Human Shape Reconstruction from a Polarization Image	3D Human Shape	Code / Dataset
2021	CVPR	Deep Polarization Imaging for 3D shape and SVBRDF Acquisition	Rendering / 3D Shape	Code & Dataset
2021	ICIP	Deep Snapshot Hdr Reconstruction Based On The Polarization Camera	HDR
2022	CVPR	Shape From Polarization for Complex Scenes in the Wild	3D Shape	Code & Dataset
2022	CVPR	Glass Segmentation Using Intensity and Spectral Polarization Cues	Glass Segmentation	Code & Dataset
2022	CVPR	Multimodal Material Segmentation	Material Segmentation	Code & Dataset
2022	ICIP	Two-Step Color-Polarization Demosaicking Network	Demosaicking
2022	ECCV	PANDORA: Polarization-Aided Neural Decomposition Of Radiance	3D Shape	Code / Dataset
2022	ECCV	Polarimetric Pose Prediction	Pose Prediction	Code / Dataset
2023	WACV	Simultaneous Acquisition of High Quality RGB Image and Polarization Information using a Sparse Polarization Sensor	New Sensor Array	Code & Dataset
2023	CVPR	Polarized Color Image Denoising	Denoising	Code & Dataset
2023	ICCV	DPS-Net: Deep Polarimetric Stereo Depth Estimation	3D Shape
2023	ICCV	Transparent Shape from a Single View Polarization Image	3D Shape	Code & Dataset
2023	ICCV	Multi-view Spectral Polarization Propagation for Video Glass Segmentation	Transparent Segmentation
2023	SIGGRAPH ASIA	Neural Spectro-polarimetric Fields	View Synthesis	Code & Dataset
2024	CVPR	Robust Depth Enhancement via Polarization Prompt Fusion Tuning	3D Shape	Code & Dataset
2024	CVPR	NeISF: Neural Incident Stokes Field for Geometry and Material Estimation	Rendering / 3D Shape	Code & Dataset
2024	CVPR	Polarization Wavefront Lidar:Learning Large Scene Reconstruction from Polarized Wavefronts	3D Shape	Code
2024	CVPR	Fooling Polarization-Based Vision using Locally Controllable Polarizing Projection	Fooling
2024	CVPR	NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Images	3D Shape	Code & Dataset
2024	CVPR	Learning to Remove Wrinkled Transparent Film with Polarized Prior	Film removal	Code & Dataset
2024	AAAI	Exploiting Polarized Material Cues for Robust Car Detection	Car detection	Code & Dataset
2024	ECCV	Deep Polarization Cues for Single-shot Shape and Subsurface Scattering Estimation	Translucent 3D Shape	Code & Dataset
2024	ECCV	PISR: Polarimetric Neural Implicit Surface Reconstruction for Textureless and Specular Objects	3D Shape	Code
2025	CVPR	PolarFree: Polarization-based Reflection-Free Imaging	Reflection removal	Code & Dataset

Miscellaneous (non-DL)

Year	Pub	Paper	Obj	Repo
2006	IEEE Transactions on Image Processing	Recovery of surface orientation from diffuse polarization	3D Shape
2009	TPAMI	Active Polarization Descattering	Descattering
2010	SCCG	A standardised polarisation visualisation for images	Visualization
2012	Optics Express	Three-dimensional polarimetric computational integral imaging	Integral Imaging
2013	SIGGRAPH	A Reconfigurable Camera Add-On for High-Dynamic-Range, Multi-Spectral, Polarization, and Light-Field Imaging	Reconfigurable Camera
2014	SPIE	An overview of polarimetric sensing techniques and technology with applications to different research fields	Survey (General)
2015	Optics Express	Polarimetric 3D integral imaging in photon-starved conditions	Integral Imaging
2015	IEDM	Four-directional pixel-wise polarization CMOS image sensor using air-gap wire grid on 2.5-μm back-illuminated pixels	Sensor
2016	Arxiv	Shape from Mixed Polarization	3D Shape
2016	SPIE	Estimation of the degree of polarization in low-light 3D integral imaging	Integral Imaging
2017	International Journal of Computer Vision	Depth Sensing Using Geometrically Constrained Polarization Normals	3D Shape
2018	The Science of Nature	Polarisation vision: overcoming challenges of working with a property of light we barely see	Survey (General)
2018	Sensors (Basel)	Survey of Demosaicking Methods for Polarization Filter Array Images	Demosaicking
2018	JOSA	Denoising imaging polarimetry by adapted BM3D method	Denoising
2019	Light: Science & Applications	Nature-inspired chiral metasurfaces for circular polarization detection and full-Stokes polarimetric measurements	Sensor
2019	Light: Science & Applications	Circularly and elliptically polarized light under water and the Umov effect	Theory
2019	Journal of Modern Optics	Polarimetric imaging method for target enhancement in haze based on polarimetric retrieval	Dehazing
2019	Optics Letters	Three-dimensional polarimetric integral imaging under low illumination conditions	Integral Imaging
2019	Bioinspiration & Biomimetics	Noise creates polarization artefacts	Denoising
2019	VMV	Polarization Demosaicking for Monochrome and Color Polarization Focal Plane Arrays	Demosaicking
2019	IEEE Sensors Journal	Polarized Light-Based Cancer Cell Detection Techniques: A Review	Cancer Cell Detection
2020	Arxiv	Polarization Human Pose and Shape Dataset	Dataset	Code / Dataset
2020	Arxiv	Observation of geometric phase for unpolarized and partially polarized light fields	Theory
2020	TIP	A New Polarization Image Demosaicking Algorithm by Exploiting Inter-Channel Correlations With Guided Filtering	Demosaicking
2021	Arxiv	Polarimetric Monocular Dense Mapping Using Relative Deep Depth Prior	3D Shape
2021	Arxiv	Polarization Guided Specular Reflection Separation	Reflection Separation
2021	Arxiv	Polarimetric Spatio-Temporal Light Transport Probing	Transient Imaging
2021	OSA	Analysis of signal-to-noise ratio of angle of polarization and degree of polarization	Theory
2021	Arxiv	Next-generation perception system for automated defects detection in composite laminates via polarized computational imaging	Defects Detection
2022	Applied Optics	Calibration of a polarization image sensor and investigation of influencing factors	Calibration

Miscellaneous (DL)

Year	Pub	Paper	Obj	Repo
2019	Monthly Notices of the Royal Astronomical Society	Eliminating artefacts in polarimetric images using deep learning	Removing Artifact
2020	Arxiv	Face Anti-Spoofing by Learning Polarization Cues in a Real-World Scenario	Face Anti-Spoofing
2020	Arxiv	Polarimetric image augmentation	Augmentation
2020	Optics Express	Learning-based denoising for polarimetric images	Denoising
2020	Arxiv	Polarization-driven Semantic Segmentation via Efficient Attention-bridged Fusion	Segmentation	Code
2021	Arxiv	Deep Snapshot HDR Reconstruction Based on the Polarization Camera	HDR
2021	Arxiv	Human Pose and Shape Estimation from Single Polarization Images	Pose Estimation
2022	CVIU	Physically-admissible polarimetric data augmentation for road-scene analysis	Data Augmentation
2023	Arxiv	Polarimetric Imaging for Perception	Road Detection

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Contributors

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ChenhaoLi377

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tkuri/Awesome-Polarization

README

Polarization Imaging

Table of contents

Polarization Imaging (non-DL)

Polarization Imaging (DL)

Miscellaneous (non-DL)

Miscellaneous (DL)

Contributors

Similar repos

tkuri/Awesome-Polarization

README

Polarization Imaging

Table of contents

Polarization Imaging (non-DL)

Polarization Imaging (DL)

Miscellaneous (non-DL)

Miscellaneous (DL)

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Contributors