Lighting Estimation

14 papers with code • 0 benchmarks • 0 datasets

Lighting Estimation analyzes given images to provide detailed information about the lighting in a scene.

Most implemented papers

Deep Parametric Indoor Lighting Estimation

WinterCyan/Gardner2019 ICCV 2019

We present a method to estimate lighting from a single image of an indoor scene.

Lighthouse: Predicting Lighting Volumes for Spatially-Coherent Illumination

pratulsrinivasan/lighthouse CVPR 2020

We present a deep learning solution for estimating the incident illumination at any 3D location within a scene from an input narrow-baseline stereo image pair.

PointAR: Efficient Lighting Estimation for Mobile Augmented Reality

cake-lab/PointAR ECCV 2020

We propose an efficient lighting estimation pipeline that is suitable to run on modern mobile devices, with comparable resource complexities to state-of-the-art mobile deep learning models.

Deep Lighting Environment Map Estimation from Spherical Panoramas

VCL3D/DeepPanoramaLighting 16 May 2020

We approach this problem differently, exploiting the availability of surface geometry to employ image-based relighting as a data generator and supervision mechanism.

Shape From Tracing: Towards Reconstructing 3D Object Geometry and SVBRDF Material from Images via Differentiable Path Tracing

brownvc/shapefromtracing 6 Dec 2020

In this paper, we explore how to use differentiable ray tracing to refine an initial coarse mesh and per-mesh-facet material representation.

GMLight: Lighting Estimation via Geometric Distribution Approximation

fnzhan/Illumination-Estimation 20 Feb 2021

This paper presents Geometric Mover's Light (GMLight), a lighting estimation framework that employs a regression network and a generative projector for effective illumination estimation.

Xihe: A 3D Vision-based Lighting Estimation Framework for Mobile Augmented Reality

cake-lab/Xihe 30 May 2021

Centering the key idea of 3D vision, in this work, we design an edge-assisted framework called Xihe to provide mobile AR applications the ability to obtain accurate omnidirectional lighting estimation in real time.

NeILF: Neural Incident Light Field for Physically-based Material Estimation

apple/ml-neilf 14 Mar 2022

We present a differentiable rendering framework for material and lighting estimation from multi-view images and a reconstructed geometry.

StyleLight: HDR Panorama Generation for Lighting Estimation and Editing

wanggcong/stylelight 29 Jul 2022

To tackle this problem, we propose a coupled dual-StyleGAN panorama synthesis network (StyleLight) that integrates LDR and HDR panorama synthesis into a unified framework.

Editable Indoor Lighting Estimation

DiffusionLight/DiffusionLight-evaluation 8 Nov 2022

We present a method for estimating lighting from a single perspective image of an indoor scene.