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List of awesome papers on Intrinsic Decomposition & Inverse Rendering

Intrinsic Decomposition & Inverse Rendering

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A Survey on Intrinsic Images: Delving Deep Into Lambert and Beyond

Table of contents

  • Intrinsic Decomposition (non-DL)
  • Intrinsic Decomposition (DL)
  • Inverse Lighting (DL)
  • Inverse Material (non-DL)
  • Inverse Material (DL)
  • Portrait Relighting (DL)
  • Dataset

Intrinsic Decomposition (non-DL)

Year Pub Paper Repo
2016 SIGGRAPH Live Intrinsic Video
2021 SIGGRAPH Real-time Global Illumination Decomposition of Videos
2021 Eurographics Interactive Photo Editing on Smartphones via Intrinsic Decomposition

Intrinsic Decomposition (DL)

Year Pub Paper Repo
2017 Eurographics Intrinsic Decompositions for Image Editing Code Dataset
2017 NeurIPS Self-Supervised Intrinsic Image Decomposition Code / Dataset
2018 CVPR Intrinsic Image Transformation via Scale Space Decomposition Code / Dataset
2018 CVPR Revisiting Deep Intrinsic Image Decompositions Code
2018 CVPR Learning Intrinsic Image Decomposition from Watching the World Code / Dataset
2018 Pacific Graphics Unsupervised Deep Single-Image Intrinsic Decomposition using Illumination-Varying Image Sequences Code
2018 ECCV CGIntrinsics: Better Intrinsic Image Decomposition through Physically-Based Rendering Code / Dataset
2018 ECCV Single Image Intrinsic Decomposition without a Single Intrinsic Image
2019 CVPR InverseRenderNet: Learning single image inverse rendering Code / Dataset
2019 CVPR Learning to Separate Multiple Illuminants in a Single Image Code & Dataset
2019 ICCV Neural Inverse Rendering of an Indoor Scene From a Single Image
2019 ICCV GLoSH: Global-Local Spherical Harmonics for Intrinsic Image Decomposition
2020 CVPR Unsupervised Learning for Intrinsic Image Decomposition from a Single Image

Inverse Lighting (DL)

Year Pub Paper Repo
2017 CVPR Deep Outdoor Illumination Estimation Dataset
2017 SIGGRAPH ASIA Learning to Predict Indoor Illumination from a Single Image Dataset
2018 3DV Learning to Estimate Indoor Lighting from 3D Objects Code & Dataset
2018 SIGGRAPH ASIA Relighting Humans: Occlusion-Aware Inverse Rendering for Full-Body Human Images Code & Dataset
2019 CVPR Fast Spatially-Varying Indoor Lighting Estimation Dataset
2019 CVPR All-Weather Deep Outdoor Lighting Estimation Dataset
2019 CVPR DeepLight: Learning Illumination for Unconstrained Mobile Mixed Reality
2019 CVPR Neural Illumination: Lighting Prediction for Indoor Environments Dataset
2019 ICCV Deep Parametric Indoor Lighting Estimation Dataset
2020 CVPR Lighthouse: Predicting Lighting Volumes for Spatially-Coherent Illumination Code / Dataset
2020 CVPR Inverse Rendering for Complex Indoor Scenes: Shape, Spatially-Varying Lighting and SVBRDF from a Single Image Code / Dataset
2020 ECCV Object-Based Illumination Estimation with Rendering-Aware Neural Networks
2021 CVPR PhySG: Inverse Rendering with Spherical Gaussians for Physics-based Material Editing and Relighting Code
2021 ICCV Learning Indoor Inverse Rendering with 3D Spatially-Varying Lighting
2021 AAAI EMLight: Lighting Estimation via Spherical Distribution Approximation
2021 EGSR Material and Lighting Reconstruction for Complex Indoor Scenes with Texture-space Differentiable Rendering

Inverse Material (non-DL)

Year Pub Paper Repo
2010 SIGGRAPH Manifold bootstrapping for SVBRDF capture
2013 SIGGRAPH Practical SVBRDF Capture in the Frequency Domain
2014 SIGGRAPH ASIA Appearance-from-Motion: Recovering Spatially Varying Surface Reflectance under Unknown Lighting
2015 CGF Mobile Surface Reflectometry
2015 SIGGRAPH Two-Shot SVBRDF Capture for Stationary Materials Code & Dataset
2016 SIGGRAPH ASIA Simultaneous Acquisition of Microscale Reflectance and Normals
2016 SIGGRAPH ASIA Recovering Shape and Spatially-Varying Surface Reflectance under Unknown Illumination
2017 SIGGRAPH ASIA Polarization imaging reflectometry in the wild
2021 Eurographics Progressive Acquisition of SVBRDF and Shape in Motion

Inverse Material (DL)

Year Pub Paper Repo
2016 SIGGRAPH Reflectance Modeling by Neural Texture Synthesis
2017 SIGGRAPH Modeling Surface Appearance from a Single Photograph using Self-augmented Convolutional Neural Networks Code
2017 ICCV Reflectance Capture using Univariate Sampling of BRDFs
2018 SIGGRAPH Single-Image SVBRDF Capture with a Rendering-Aware Deep Network Code & Dataset
2018 SIGGRAPH ASIA Learning to Reconstruct Shape and Spatially-Varying Reflectance from a Single Image Code / Dataset
2020 ECCV Single-Shot Neural Relighting and SVBRDF Estimation Code / Dataset
2020 SIGGRAPH ASIA MaterialGAN: Reflectance Capture using a Generative SVBRDF Model Code
2021 SIGGRAPH Highlight-Aware Two-Stream Network for Single-Image SVBRDF Acquisition
2021 CVPR Deep Polarization 3D Imaging Dataset
2021 CVPR Shape and Material Capture at Home Code & Dataset
2021 SIGGRAPH Highlight-Aware Two-Stream Network for Single-Image SVBRDF Acquisition
2021 ICCV SurfaceNet: Adversarial SVBRDF Estimation from a Single Image Code
2021 SIGGRAPH ASIA Generative Modelling of BRDF Textures from Flash Images Code

Portrait Relighting (DL)

Year Pub Paper Repo
2019 SIGGRAPH Single Image Portrait Relighting
2020 CVPR Learning Physics-Guided Face Relighting Under Directional Light
2020 TOG Single Image Portrait Relighting via Explicit Multiple Reflectance Channel Modeling Dataset
2021 WACV Relighting Images in the Wild with a Self-Supervised Siamese Auto-Encoder
2021 CVPR Monocular Reconstruction of Neural Face Reflectance Fields
2021 SIGGRAPH Learning to Relight Portraits for Background Replacement
2021 ICCV Neural Video Portrait Relighting in Real-time via Consistency Modeling Code / Dataset

Dataset

Year Pub Paper Repo
2014 SIGGRAPH Intrinsic Images in the Wild Dataset
2017 CVPR Shading Annotations in the Wild Dataset
2019 ICCV A Dataset of Multi-Illumination Images in the Wild Code / Dataset
2021 CVPR OpenRooms: An Open Framework for Photorealistic Indoor Scene Datasets Dataset

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List of awesome papers on Intrinsic Decomposition & Inverse Rendering

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