Computational Aspects of Color Constancy

We examine color constancy algorithms based on finite-dimension1 linear models of surface reflectance and illumination from a computational point of view. It is shown that, within finitedimensional models, formulation and solution of color constancy are determined by the choice of basis functions, the number of spectral receptors and the spatial constraints. We analyze some algorithms with examples, and limitations of algorithms for applications on real images.

[1]  Takeo Kanade,et al.  Image Segmentation And Reflection Analysis Through Color , 1988, Defense, Security, and Sensing.

[2]  R. Cuninghame-Green,et al.  Applied Linear Algebra , 1979 .

[3]  L. Maloney Evaluation of linear models of surface spectral reflectance with small numbers of parameters. , 1986, Journal of the Optical Society of America. A, Optics and image science.

[4]  J. Cohen Dependency of the spectral reflectance curves of the Munsell color chips , 1964 .

[5]  D B JUDD,et al.  Appraisal of Land's work on two-primary color projections. , 1960, Journal of the Optical Society of America.

[6]  E. Land The retinex theory of color vision. , 1977, Scientific American.

[7]  D. B. Judd,et al.  Spectral Distribution of Typical Daylight as a Function of Correlated Color Temperature , 1964 .

[8]  W. D. Wright Physiological Optics , 1958, Nature.

[9]  G. Buchsbaum A spatial processor model for object colour perception , 1980 .

[10]  R. Nevatia A Color Edge Detector and Its Use in Scene Segmentation , 1977 .

[11]  Sang Wook Lee,et al.  Image Segmentation with Detection of Highlights and Inter-Reflections Using Color , 1989 .

[12]  M D'Zmura,et al.  Mechanisms of color constancy. , 1986, Journal of the Optical Society of America. A, Optics and image science.

[13]  Steven A. Shafer,et al.  Using color to separate reflection components , 1985 .

[14]  A Hurlbert,et al.  Formal connections between lightness algorithms. , 1986, Journal of the Optical Society of America. A, Optics and image science.

[15]  D H Brainard,et al.  Analysis of the retinex theory of color vision. , 1986, Journal of the Optical Society of America. A, Optics and image science.