Lighting Estimation

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Most implemented papers archive 2025-07-28

18 shown of 18 papers with code (53 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Editable Scene Simulation for Autonomous Driving via Collaborative LLM-Agents
  8 Feb 2024 1 repository listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  Furthermore, to unleash the potential of extensive high-quality digital assets, ChatSim employs a novel multi-camera lighting estimation method to achieve scene-consistent assets' rendering.
• Pano-NeRF: Synthesizing High Dynamic Range Novel Views with Geometry from Sparse Low Dynamic Range Panoramic Images
  26 Dec 2023 1 repository listed
  However, in the case of inputting sparse Low Dynamic Range (LDR) panoramic images, NeRF often degrades with under-constrained geometry and is unable to reconstruct HDR radiance from LDR inputs.
• DiffusionLight: Light Probes for Free by Painting a Chrome Ball
  14 Dec 2023 1 repository listed Syntology ran 6 of 6 samples · 0 unverified
  To address this problem, we leverage diffusion models trained on billions of standard images to render a chrome ball into the input image.
• Towards a Perceptual Evaluation Framework for Lighting Estimation
  7 Dec 2023 1 repository listed
  Progress in lighting estimation is tracked by computing existing image quality assessment (IQA) metrics on images from standard datasets.
• Factorized Inverse Path Tracing for Efficient and Accurate Material-Lighting Estimation
  12 Apr 2023 1 repository listed
  Inverse path tracing has recently been applied to joint material and lighting estimation, given geometry and multi-view HDR observations of an indoor scene.
• NeILF++: Inter-Reflectable Light Fields for Geometry and Material Estimation
  30 Mar 2023 1 repository listed
  We present a novel differentiable rendering framework for joint geometry, material, and lighting estimation from multi-view images.
• MAIR: Multi-view Attention Inverse Rendering with 3D Spatially-Varying Lighting Estimation
  22 Mar 2023 1 repository listed
  We propose a scene-level inverse rendering framework that uses multi-view images to decompose the scene into geometry, a SVBRDF, and 3D spatially-varying lighting.
• Editable Indoor Lighting Estimation
  8 Nov 2022 1 repository listed
  We present a method for estimating lighting from a single perspective image of an indoor scene.
• StyleLight: HDR Panorama Generation for Lighting Estimation and Editing
  29 Jul 2022 1 repository listed Syntology ran 6 of 10 samples · 4 unverified
  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.
• DeepPS2: Revisiting Photometric Stereo Using Two Differently Illuminated Images
  5 Jul 2022 1 repository listed
  Despite the success of existing traditional and deep learning-based methods, it is still challenging due to: (i) the requirement of three or more differently illuminated images, (ii) the inability to model unknown…
• NeILF: Neural Incident Light Field for Physically-based Material Estimation
  14 Mar 2022 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  We present a differentiable rendering framework for material and lighting estimation from multi-view images and a reconstructed geometry.
• Xihe: A 3D Vision-based Lighting Estimation Framework for Mobile Augmented Reality
  30 May 2021 1 repository listed
  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.
• GMLight: Lighting Estimation via Geometric Distribution Approximation
  20 Feb 2021 1 repository listed
  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.
• Shape From Tracing: Towards Reconstructing 3D Object Geometry and SVBRDF Material from Images via Differentiable Path Tracing
  6 Dec 2020 1 repository listed
  In this paper, we explore how to use differentiable ray tracing to refine an initial coarse mesh and per-mesh-facet material representation.
• Deep Lighting Environment Map Estimation from Spherical Panoramas
  16 May 2020 1 repository listed
  We approach this problem differently, exploiting the availability of surface geometry to employ image-based relighting as a data generator and supervision mechanism.
• PointAR: Efficient Lighting Estimation for Mobile Augmented Reality
  30 Mar 2020 1 repository listed
  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.
• Lighthouse: Predicting Lighting Volumes for Spatially-Coherent Illumination
  18 Mar 2020 1 repository listed
  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.
• Deep Parametric Indoor Lighting Estimation
  1 Oct 2019 1 repository listed
  We present a method to estimate lighting from a single image of an indoor scene.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.