mlsanityData to 14 Oct 2026

Indoor Heat Estimation from a Single Visible-Light Panorama

arXiv 2502.06973 ↗First posted 10 Feb 2025cs.CVcited by 0

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Abstract (arXiv)

This paper introduces a novel image-based rendering technique for jointly estimating indoor lighting and thermal conditions from paired indoor-outdoor high dynamic range (HDR) panoramas. Our method uses the indoor panorama to estimate the 3D floor layout, while the corresponding outdoor panorama serves as an environment map to infer spatially-varying illumination and material properties. Assuming indoor surfaces are Lambertian and that all heat originates from outdoor visible light, we model the relationship between light transport and heat transfer, and perform transient heat simulations to generate indoor temperature distributions. The simulated heat maps are validated against real-world thermal images captured with an infrared camera. This approach supports photorealistic and physically informed visualization, enabling integrated light and heat estimation to advance traditional virtual home staging.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 17 of its 60 references that are in the map. First posted on arXiv 10 Feb 2025.

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17 of 60 references.

References · 17

  1. 2019Inverse Rendering for Complex Indoor Scenes: Shape, Spatially-Varying Lighting and SVBRDF from a Single Imagecited by 203
  2. 2017Learning to Predict Indoor Illumination from a Single Imagecited by 161
  3. 2019Deep Parametric Indoor Lighting Estimationcited by 83
  4. 2019Fast Spatially-Varying Indoor Lighting Estimationcited by 73
  5. 2019DeepLight: Learning Illumination for Unconstrained Mobile Mixed Realitycited by 63
  6. 2020Lighthouse: Predicting Lighting Volumes for Spatially-Coherent Illuminationcited by 63
  7. 2022Physically-Based Editing of Indoor Scene Lighting from a Single Imagecited by 62
  8. 2016Deep Outdoor Illumination Estimationcited by 53
  9. 2017Learning High Dynamic Range from Outdoor Panoramascited by 34
  10. 2023EverLight: Indoor-Outdoor Editable HDR Lighting Estimationcited by 32
  11. 2022Glass Segmentation with RGB-Thermal Image Pairscited by 26
  12. 2022PhotoScene: Photorealistic Material and Lighting Transfer for Indoor Scenescited by 22
5 more
  1. 2023Thermal Spread Functions (TSF): Physics-guided Material Classificationcited by 10
  2. 2020Deep Lighting Environment Map Estimation from Spherical Panoramascited by 9
  3. 2023Virtual Home Staging: Inverse Rendering and Editing an Indoor Panorama under Natural Illuminationcited by 5
  4. 2022Semantically Supervised Appearance Decomposition for Virtual Staging from a Single Panoramacited by 2
  5. 2025Digital Kitchen Remodeling: Editing and Relighting Intricate Indoor Scenes from a Single Panoramacited by 2

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