Separating Reflections and Lighting Using Independent Components Analysis

Farid, Hany; Adelson, Edward H.

doi:10.1109/CVPR.1999.786949

Separating Reflections and Lighting Using Independent Components Analysis

Hany Farid, Edward H. Adelson

CVPR 1999 pp. 1262-1267

doi:10.1109/CVPR.1999.786949 /cvpr/1999/farid1999cvpr-separating/

Abstract

The image of an object can vary dramatically depending on lighting, specularities/reflections and shadows. It is often advantageous to separate these incidental variations from the intrinsic aspects of an image. This paper describes how the statistical tool of independent components analysis can be used to separate some of these incidental components. We describe the details of this method and show its efficacy with examples of separating reflections off glass, and separating the relative contributions of individual light sources.

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Cite

Text

Farid and Adelson. "Separating Reflections and Lighting Using Independent Components Analysis." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 1999. doi:10.1109/CVPR.1999.786949

Markdown

[Farid and Adelson. "Separating Reflections and Lighting Using Independent Components Analysis." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 1999.](https://mlanthology.org/cvpr/1999/farid1999cvpr-separating/) doi:10.1109/CVPR.1999.786949

BibTeX

@inproceedings{farid1999cvpr-separating,
  title     = {{Separating Reflections and Lighting Using Independent Components Analysis}},
  author    = {Farid, Hany and Adelson, Edward H.},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year      = {1999},
  pages     = {1262-1267},
  doi       = {10.1109/CVPR.1999.786949},
  url       = {https://mlanthology.org/cvpr/1999/farid1999cvpr-separating/}
}