Deep Sky Modeling for Single Image Outdoor Lighting Estimation

@article{HoldGeoffroy2019DeepSM,
  title={Deep Sky Modeling for Single Image Outdoor Lighting Estimation},
  author={Yannick Hold-Geoffroy and A. Athawale and Jean-François Lalonde},
  journal={2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2019},
  pages={6920-6928}
}
We propose a data-driven learned sky model, which we use for outdoor lighting estimation from a single image. [...] Key Result To further evaluate our method, we capture a dataset of HDR 360° panoramas and show through extensive validation that we significantly outperform previous state-of-the-art.Expand
27 Citations
All-Weather Deep Outdoor Lighting Estimation
  • 13
  • PDF
Spatially-Varying Outdoor Lighting Estimation from Intrinsics
  • Yongjie Zhu, Yinda Zhang, Si Li, Boxin Shi
  • Computer Science
  • ArXiv
  • 2021
  • Highly Influenced
  • PDF
OpenRooms: An End-to-End Open Framework for Photorealistic Indoor Scene Datasets
  • 3
  • PDF
Learning Illumination from Diverse Portraits
  • 2
  • PDF
High-Dynamic-Range Lighting Estimation From Face Portraits
  • Highly Influenced
  • PDF
Rain rendering for evaluating and improving robustness to bad weather
  • 2
  • Highly Influenced
  • PDF
Inverse Rendering for Complex Indoor Scenes: Shape, Spatially-Varying Lighting and SVBRDF From a Single Image
  • 24
  • PDF
Physics-Based Rendering for Improving Robustness to Rain
  • 20
  • PDF
Fast Spatially-Varying Indoor Lighting Estimation
  • 32
  • PDF
Beyond Visual Attractiveness: Physically Plausible Single Image HDR Reconstruction for Spherical Panoramas
  • Wei Wei, Li Guan, +4 authors G. Hua
  • Computer Science, Engineering
  • ArXiv
  • 2021
  • PDF
...
1
2
3
...

References

SHOWING 1-10 OF 33 REFERENCES
Deep Outdoor Illumination Estimation
  • 118
  • PDF
All-Weather Deep Outdoor Lighting Estimation
  • 13
  • PDF
From Faces to Outdoor Light Probes
  • 25
  • PDF
Estimating the Natural Illumination Conditions from a Single Outdoor Image
  • 110
  • PDF
Lighting Estimation in Outdoor Image Collections
  • 32
Reflectance and Natural Illumination from Single-Material Specular Objects Using Deep Learning
  • 41
  • PDF
Learning High Dynamic Range from Outdoor Panoramas
  • 44
  • PDF
Deep Reflectance Maps
  • 85
  • PDF
Learning Scene Illumination by Pairwise Photos from Rear and Front Mobile Cameras
  • 18
Reflectance and Illumination Recovery in the Wild
  • 86
  • PDF
...
1
2
3
4
...