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10.1145/1667146.1667184acmconferencesArticle/Chapter ViewAbstractPublication Pagessiggraph-asiaConference Proceedingsconference-collections
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An effective grayscale conversion with applications to image enhancement

Published: 16 December 2009 Publication History

Abstract

Recent efforts to accurately integrate properties of human visual perception have fueled an impressive improvement not only in digital photography but also in color manipulation tools. Color is one of the main attributes that influences human visual system, being ultimately the result of our experience and perception. However, several important applications such as substitution systems for visually impaired people, computerized tomography, printed textbooks and aesthetical stylization still require a reliable grayscale representation of images. Mapping three dimensional color information onto a single dimension while still preserving the original appearance, contrast and finest details is not a trivial task. Standard monochromatic transformations, found in commercial image editing software, neglect the color distribution, being unable to conserve in many cases the discriminability of the original chromatic contrast. Consequently, isoluminant colors are mapped to similar grayscale levels increasing the ambiguity in the decolorized image version. Although luminance is a definite value, our subjective interpretation that measures apparent brightness is very important in image decolorization process.

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References

[1]
Gooch, A. A., Olsen, S. C., Tumblin, J., and Gooch, B. 2005. Color2gray: salience-preserving color removal. ACM Trans. Graph. 24, 3, 634--639.
[2]
Grundland, M., and Dodgson, N. A. 2007. Decolorize: Fast, contrast enhancing, color to grayscale conversion. Pattern Recognition 40, 11, 2891--2896.
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Itti, L., Koch, C., and Niebur, E. 1998. A model of saliency-based visual attention for rapid scene analysis. IEEE PAMI 20(11), 1254--1259.
[4]
Judd, D. B. 1966. Fundamental studies of color vision from 1860 to 1960. Proc Natl Acad Sci U S A. 55, 6, 1313--1330.
[5]
Smith, K., Landes, P.-E., Thollot, J., and Myszkowski, K. 2008. Apparent greyscale. Computer Graphics Forum (EUROGRAPHICS) 27, 3, 193--200.

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cover image ACM Conferences
SIGGRAPH ASIA '09: ACM SIGGRAPH ASIA 2009 Sketches
December 2009
45 pages
ISBN:9781450379366
DOI:10.1145/1667146
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

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Published: 16 December 2009

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SA09
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SA09: SIGGRAPH ASIA 2009
December 16 - 19, 2009
Yokohama, Japan

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