Title :
Color constancy based on the Grey-edge hypothesis
Author :
van de Weijer, J. ; Gevers, Th
Author_Institution :
Fac. of Sci., Amsterdam Univ., Netherlands
Abstract :
A well-known color constancy method is based on the Grey-World assumption i.e. the average reflectance of surfaces in the world is achromatic. In this article we propose a new hypothesis for color constancy, namely the Grey-Edge hypothesis assuming that the average edge difference in a scene is achromatic. Based on this hypothesis, we propose an algorithm for color constancy. Recently, the Grey-World hypothesis and the max-RGB method were shown to be two instantiations of a Minkowski norm based color constancy method. Similarly we also propose a more general version of the Grey-Edge hypothesis which assumes that the Minkowsky norm of derivatives of the reflectance of surfaces is achromatic. The algorithms are tested on a large data set of images under different illuminants, and the results show that the new method outperforms the Grey-World assumption and the max-RGB method. Results are comparable to more elaborate algorithms, however at lower computational costs.
Keywords :
image colour analysis; Grey-edge hypothesis; Minkowsky norm of derivatives; color constancy; max-RGB method; Computational efficiency; Information systems; Intelligent sensors; Intelligent systems; Layout; Light sources; Reflectivity; Surface finishing; Surface waves; Testing;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530157