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.
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References
Sharma, A.: Understanding Color Management. Thomson, New York (2004)
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)
Kang, H.R.: Color Technology for Electronic Imaging Devices, Bellingham, WA (1997)
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)
Berns, R.S., Shyu, M.J.: Colorimetric characterization of a desktop drum scanner using a spectral model. J. Elec. Imag. 4, 360–372 (1995)
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)
Asakawa, K., Sugiura, H.: High-Precision Color Transformation System. IEEE Trans. Cons. Elect. 41, 304–312 (1995)
Vrhel, M.J.: Approximation of color characterization MLUTS with artificial neural networks. In: Proc. Int. Conf. Image Processing, pp. 465–468 (2003)
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)
Abet, S., Marcu, G.: A neural network approach for RGB to YMCK color conversion. IEEE Frontiers of Computer Technology 1, 6–9 (1994)
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)
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)
Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification. Wiley, New York (2000)
Wallner, D.: Building ICC Profiles - the Mechanics and Engineering, Sun Microsystems (2000)
Sharma, A.: Methodology for Evaluating the Quality of ICC Profiles. J. Imag. Sci. Tech. 50, 469–480 (2006)
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© 2009 Springer-Verlag Berlin Heidelberg
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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
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DOI: https://doi.org/10.1007/978-3-642-10467-1_97
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