2010
DOI: 10.1364/josaa.27.001620
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Upgrading color-difference formulas

Abstract: We propose a method to improve the prediction performance of existing color-difference formulas with additional visual data. The formula is treated as the mean function of a Gaussian process, which is trained with experimentally determined color-discrimination data. Color-difference predictions are calculated using Gaussian process regression (GPR) considering the uncertainty of the visual data. The prediction accuracy of the CIE94 formula is significantly improved with the GPR approach for the Leeds and the W… Show more

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Cited by 15 publications
(9 citation statements)
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“…Studies show no significant difference in performance between dE CMC and CIEDE2000 or CIE94. [12][13][14][15][16][17][18] A small preference for CIEDE2000 was found in some other studies, 8,[19][20][21][22] but a statistically significant improvement was only reported in Refs. 11, 23. Inconsistencies in these results are partly due to the different compositions of the sample sets the equations were tested on.…”
Section: Different Measures For Expressing Tolerancesmentioning
confidence: 99%
“…Studies show no significant difference in performance between dE CMC and CIEDE2000 or CIE94. [12][13][14][15][16][17][18] A small preference for CIEDE2000 was found in some other studies, 8,[19][20][21][22] but a statistically significant improvement was only reported in Refs. 11, 23. Inconsistencies in these results are partly due to the different compositions of the sample sets the equations were tested on.…”
Section: Different Measures For Expressing Tolerancesmentioning
confidence: 99%
“…To determine whether two formulas ∆Ea and ∆Eb are significantly different, one has to take the squared ratio of the corresponding STRESS values Sa and Sb on the same test data [11]:…”
Section: Resultsmentioning
confidence: 99%
“…Many different color difference formulas have been proposed. A number of quantitative studies showed that the most recent formulas yield more or less equal performance [1][2][3][4][5][6][7].…”
Section: Introductionmentioning
confidence: 99%