Title :
The von Kries Hypothesis and a Basis for Color Constancy
Author :
Chong, Hamilton Y. ; Gortler, Steven J. ; Zickler, Todd
Author_Institution :
Harvard Univ., Cambridge
Abstract :
Color constancy is almost exclusively modeled with diagonal transforms. However, the choice of basis under which diagonal transforms are taken is traditionally ad hoc. Attempts to remedy the situation have been hindered by the fact that no joint characterization of the conditions for {sensors, illuminants, reflectances} to support diagonal color constancy has previously been achieved. In this work, we observe that the von Kries compatibility conditions are impositions only on the sensor measurements, not the physical spectra. This allows us to formulate the von Kries compatibility conditions succinctly as rank constraints on an order 3 measurement tensor. Given this, we propose an algorithm that computes a (locally) optimal choice of color basis for diagonal color constancy and compare the results against other proposed choices.
Keywords :
image colour analysis; color constancy; diagonal transforms; order 3 measurement tensor; von Kries Hypothesis; von Kries compatibility conditions; Computer vision; Gain control; Humans; Layout; Lighting; Linear algebra; Material properties; Sensor phenomena and characterization; Tensile stress; Visual system;
Conference_Titel :
Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-1630-1
Electronic_ISBN :
1550-5499
DOI :
10.1109/ICCV.2007.4409102