Image Recoloring for Individuals with Color Vision Deficiency

  • Giovane R. Kuhn UFRGS
  • Manuel M. Oliveira UFRGS

Abstract


This work presents an efficient and automatic image-recoloring technique for dichromats that highlights important visual details that would otherwise be unnoticed by these individuals. A paired-comparison evaluation was performed with color vision deficient volunteers and its results indicate that the proposed technique produces superior results when compared to previous automatic recoloring techniques. Another contribution of this work is an efficient contrast-enhancement algorithm for color-to-grayscale image conversion that uses both luminance and chrominance information. It also introduces an error metric for evaluating the quality of color-to-grayscale transformations.

References

Gooch, A. A., Olsen, S. C., Tumblin, J., and Gooch, B. (2005). Color2gray: salience-preserving color removal. ACM Trans. Graph., 24(3):634–639.

Grundland, M. and Dodgson, N. A. (2007). Decolorize: Fast, contrast enhancing, color to grayscale conversion. Pattern Recogn., 40(11):2891–2896.

Kuhn, G. R. (2008). Image recoloring for color-vision deficients. Master’s thesis, Universidade Federal do Rio Grande do Sul.

Kuhn, G. R., Oliveira, M. M., and Fernandes, L. A. F. (2008a). An efficient naturalness-preserving image-recoloring method for dichromats. IEEE Trans. Vis. Comput. Graph., 14(6):1747–1754.

Kuhn, G. R., Oliveira, M. M., and Fernandes, L. A. F. (2008b). An improved contrast enhancing approach for color-to-grayscale mappings. Vis. Comput., 24(7):505–514.

Neumann, L., Cadik, M., and Nemcsics, A. (2007). An efficient perception-based adaptive color to gray transformation. In Proc. Comput. Aesthetics, pages 73–80.

Rasche, K., Geist, R., and Westall, J. (2005). Re-coloring images for gamuts of lower dimension. Comput. Graph. Forum, 24(3):423–432.

Sharpe, L. T., Stockman, A., Jägle, H., and Nathans, J. (1999). Color Vision: From Genes to Perception, chapter Opsin genes, cone photopigments, color vision, and color blindness, pages 3–51. Cambridge University Press.

Yang, S. and Ro, Y. M. (2003). Visual contents adaptation for color vision deficiency. In Proc. Int. Conf. Image Processing, volume 1, pages 453–456.
Published
2009-07-20
KUHN, Giovane R.; OLIVEIRA, Manuel M.. Image Recoloring for Individuals with Color Vision Deficiency. In: THESIS AND DISSERTATION CONTEST (CTD), 22. , 2009, Bento Gonçalves/RS. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2009 . p. 113-120. ISSN 2763-8820.