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Histograms of Images Valued in the Manifold of Colours Endowed with Perceptual Metrics

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Geometric Science of Information (GSI 2015)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 9389))

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Abstract

We address here the problem of perceptual colour histograms. The Riemannian structure of perceptual distances is measured through standards sets of ellipses, such as Macadam ellipses. We propose an approach based on local Euclidean approximations that enables to take into account the Riemannian structure of perceptual distances, without introducing computational complexity during the construction of the histogram.

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References

  1. Sapiro, G., Caselles, V.: Histogram modification via differential equations. J. Differ. Equ. 135(2), 238–268 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  2. Portilla, J., Simoncelli, E.P.: A parametric texture model based on joint statistics of complex wavelet coefficients. Int. J. Comput. Vis. 40, 47–71 (2000)

    Article  MATH  Google Scholar 

  3. Gong, Y., Chuan, C.H., Xiaoyi, G.: Image indexing and retrieval using color histograms. Multimedia Tools Appl. 2, 133–156 (1996)

    Google Scholar 

  4. MacAdam, D.L.: Visual sensitivities to color differences in daylight. J. Opt. Soc. Am. 32(5), 247–274 (1942)

    Article  Google Scholar 

  5. Luo, M.R., Rigg, B.: Chromaticity-discrimination ellipses for surface colours. Color Res. Appl. 11(1), 25–42 (1986)

    Article  Google Scholar 

  6. Berns, R.S., Alman, D.H., Reniff, L., Snyder, G.D., Balonon-Rosen, M.R.: Visual determination of suprathreshold color-difference tolerances using probit analysis. Color Res. Appl. 16(5), 297–316 (1991)

    Article  Google Scholar 

  7. Pelletier, B.: Kernel density estimation on Riemannian manifolds. Stat. Probab. Lett. 73(3), 297–304 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  8. Riemann, B.: Ueber die Hypothesen, welche der Geometrie zu Grunde liegen. Abh. Ge. Wiss. Gött 13(1), 133–152 (1868)

    Google Scholar 

  9. von Helmholtz, H.: Versuch einer erweiterten Anwendung des Fechnerschen Gesetzes im farbensystem. Z. Psychol. Physiol. Sinnesorg. 2, 1–30 (1891)

    Google Scholar 

  10. Schrödinger, E.: Grundlinien einer Theorie der Farbenmetrik im Tagessehen (III. Mitteilung). Ann. Phys. 368(22), 481–520 (1920)

    Article  Google Scholar 

  11. Stiles, W.S.: A modified Helmholtz line-element in brightness-colour space. P. Phys. Soc. 58, 41–65 (1946)

    Article  Google Scholar 

  12. Farup, I.: Hyperbolic geometry for colour metrics. Opt. Express 22(10), 12369–12378 (2014)

    Article  Google Scholar 

  13. Robertson, A.R.: The cie 1976 color-difference formulae. Color Res. Appl. 2(1), 7–11 (1977)

    Article  Google Scholar 

  14. Ebner, F., Fairchild, M.D.: Development and testing of a color space (IPT) with improved hue uniformity. In: The Sixth Color Imaging Conference: Color Science, Systems and Applications, IS&T, pp. 8–13 (1998)

    Google Scholar 

  15. Luo, M.R., Cui, G., Rigg, B.: The development of the CIE 2000 colour-difference formula: CIEDE2000. Color Res. Appl. 26(5), 340–350 (2001)

    Article  Google Scholar 

  16. Chevallier, E., Barbaresco, F., Angulo, J.: Probability density estimation on the hyperbolic space applied to radar processing. HAL, \(<\)hal-01121090\(>\)

    Google Scholar 

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Correspondence to Jesús Angulo .

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Chevallier, E., Farup, I., Angulo, J. (2015). Histograms of Images Valued in the Manifold of Colours Endowed with Perceptual Metrics. In: Nielsen, F., Barbaresco, F. (eds) Geometric Science of Information. GSI 2015. Lecture Notes in Computer Science(), vol 9389. Springer, Cham. https://doi.org/10.1007/978-3-319-25040-3_81

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  • DOI: https://doi.org/10.1007/978-3-319-25040-3_81

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-25039-7

  • Online ISBN: 978-3-319-25040-3

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