mlsanityData to 14 Oct 2026

Evaluating Panoramic 3D Estimation in Indoor Lighting Analysis

arXiv 2403.14836 ↗First posted 21 Mar 2024cs.CVcited by 0

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Abstract (arXiv)

This paper presents the use of panoramic 3D estimation in lighting simulation. Conventional lighting simulation necessitates detailed modeling as input, resulting in significant labor effort and time cost. The 3D layout estimation method directly takes a single panorama as input and generates a lighting simulation model with room geometry and window aperture. We evaluate the simulation results by comparing the luminance errors between on-site High Dynamic Range (HDR) photographs, 3D estimation model, and detailed model in panoramic representation and fisheye perspective. Given the selected scene, the results demonstrate the estimated room layout is reliable for lighting simulation.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 33 references that are in the map. First posted on arXiv 21 Mar 2024.

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12 of 33 references.

References · 12

  1. 2016Semantic Understanding of Scenes through the ADE20K Datasetcited by 1,069
  2. 2020Total3DUnderstanding: Joint Layout, Object Pose and Mesh Reconstruction for Indoor Scenes from a Single Imagecited by 172
  3. 2018LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Imagecited by 95
  4. 2016IM2CADcited by 78
  5. 2019End-to-End Wireframe Parsingcited by 72
  6. 2018Holistic 3D Scene Parsing and Reconstruction from a Single RGB Imagecited by 69
  7. 2018DuLa-Net: A Dual-Projection Network for Estimating Room Layouts from a Single RGB Panoramacited by 68
  8. 2018Cube Padding for Weakly-Supervised Saliency Prediction in 360deg Videoscited by 66
  9. 2021LED2-Net: Monocular 360 Layout Estimation via Differentiable Depth Renderingcited by 43
  10. 2019Deep Floor Plan Recognition Using a Multi-Task Network with Room-Boundary-Guided Attentioncited by 27
  11. 2023Virtual Home Staging: Inverse Rendering and Editing an Indoor Panorama under Natural Illuminationcited by 5
  12. 2023View-Based Luminance Mapping in Open Workplacecited by 1

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