Colour Constancy Using the Chromagenic Constraint
Abstract
In this paper we propose that two images are captured of every scene: a normal image and an image captured where a coloured filter is placed in front of the camera. This additional information is then used in solving for colour constancy. The novelty of our approach is not that we add a colour filter (this is an old idea) but in how we use the additional information. In contradistinction to previous work we propose that the dimensionality of the 6 measurements per image pixel remains at 3 (not 6): we do not add a filter to increase the number of degrees of freedom but rather as a way of estimating the illuminant. We say that a filter is chromagenic if the relationship between filtered and unfiltered RGBs varies with and depends strongly on illumination. The canonical chromagenic algorithm works by testing the applicability of pre-computed relations in situ in an image. We extend the chromagenic approach to incorporate knowledge of the gamut of colours we expect to see under a given light and so in effect we make a hybrid gamut mapping + chromagenic algorithm. Experiments validate our approach with chromagenic gamut mapping shown to deliver significantly better constancy than all other algorithms tested.
Cite
Text
Finlayson et al. "Colour Constancy Using the Chromagenic Constraint." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2005. doi:10.1109/CVPR.2005.101Markdown
[Finlayson et al. "Colour Constancy Using the Chromagenic Constraint." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2005.](https://mlanthology.org/cvpr/2005/finlayson2005cvpr-colour/) doi:10.1109/CVPR.2005.101BibTeX
@inproceedings{finlayson2005cvpr-colour,
title = {{Colour Constancy Using the Chromagenic Constraint}},
author = {Finlayson, Graham D. and Hordley, Steven D. and Morovic, Peter M.},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition},
year = {2005},
pages = {1079-1086},
doi = {10.1109/CVPR.2005.101},
url = {https://mlanthology.org/cvpr/2005/finlayson2005cvpr-colour/}
}