Skip to main content

Color Space Transformation from RGB to CIELAB Using Neural Networks

  • Conference paper
Advances in Multimedia Information Processing - PCM 2009 (PCM 2009)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5879))

Included in the following conference series:

Abstract

Transformations in digital color imaging from RGB to CIELAB are compared between conventional ICC profiles and a newly developed neural network model. The accuracy of the transformations are computed in terms of Delta E and a comparison is made between the ICC profile and a neural network implemented in MATLAB. The transformations are used to characterize and test the color response of an Epson 4800 inkjet printer. A number of data pre-processing techniques are described. The results demonstrate a back propagation Levenberg-Marquardt neural network algorithm with accuracy of 0.28 Delta E for non-training set data.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Sharma, A.: Understanding Color Management. Thomson, New York (2004)

    Google Scholar 

  2. Sharma, A.: ICC Color Management: Architecture and Implementation. In: Lukac, R., Plataniotis, K.N. (eds.) Color Image Processing: Methods and Applications. CRC Press, Boca Raton (2006)

    Google Scholar 

  3. Kang, H.R.: Color Technology for Electronic Imaging Devices, Bellingham, WA (1997)

    Google Scholar 

  4. Connolly, C., Fliess, T.: A Study of Efficiency and Accuracy in the Transformation from RGB to CIELAB Color Space. IEEE Trans. Imag. Proc. 6, 1046–1048 (1997)

    Article  Google Scholar 

  5. Berns, R.S., Shyu, M.J.: Colorimetric characterization of a desktop drum scanner using a spectral model. J. Elec. Imag. 4, 360–372 (1995)

    Article  Google Scholar 

  6. Sharma, A., Gouch, M.P., Rughani, D.N.: Generation of an ICC profile from a proprietary style file. J. Imag. Sci. 46, 26–32 (2002)

    Google Scholar 

  7. Asakawa, K., Sugiura, H.: High-Precision Color Transformation System. IEEE Trans. Cons. Elect. 41, 304–312 (1995)

    Article  Google Scholar 

  8. Vrhel, M.J.: Approximation of color characterization MLUTS with artificial neural networks. In: Proc. Int. Conf. Image Processing, pp. 465–468 (2003)

    Google Scholar 

  9. Chuan, Z., Shi-Sheng, Z.: Research on Color Space Transformation Model between RGB and L*a*b* Based on BP Neural Network. In: Int. Conf. on Comp. Sci. and Software Eng., vol. 6, pp. 306–308 (2008)

    Google Scholar 

  10. Abet, S., Marcu, G.: A neural network approach for RGB to YMCK color conversion. IEEE Frontiers of Computer Technology 1, 6–9 (1994)

    Google Scholar 

  11. Congjun, C., Jing, S.: Study on Color Space Conversion between CMYK and CIE L*a*b*. In: Int. Conf. on Comp. Sci. and Software Eng., vol. 6, pp. 275–277 (2008)

    Google Scholar 

  12. Chuan, Z., Shi-Sheng, Z.: Research on Color Space Transformation Model between RGB and L*a*b* Based on BP Neural Network. In: Int. Conf. on Comp. Sci. and Software Eng., vol. 6, pp. 306–308 (2008)

    Google Scholar 

  13. Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification. Wiley, New York (2000)

    Google Scholar 

  14. Wallner, D.: Building ICC Profiles - the Mechanics and Engineering, Sun Microsystems (2000)

    Google Scholar 

  15. Sharma, A.: Methodology for Evaluating the Quality of ICC Profiles. J. Imag. Sci. Tech. 50, 469–480 (2006)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Fdhal, N., Kyan, M., Androutsos, D., Sharma, A. (2009). Color Space Transformation from RGB to CIELAB Using Neural Networks. In: Muneesawang, P., Wu, F., Kumazawa, I., Roeksabutr, A., Liao, M., Tang, X. (eds) Advances in Multimedia Information Processing - PCM 2009. PCM 2009. Lecture Notes in Computer Science, vol 5879. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-10467-1_97

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-10467-1_97

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-10466-4

  • Online ISBN: 978-3-642-10467-1

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics