Author:
Zhou Haiqiang,Huang Wangkang,Zhu Zhenyang,Chen Xiaodiao,Go Kentaro,Mao Xiaoyang
Abstract
AbstractColor vision deficiency (CVD) is an eye disease caused by genetics that reduces the ability to distinguish colors, affecting approximately 200 million people worldwide. In response, image recoloring approaches have been proposed in existing studies for CVD compensation, and a state-of-the-art recoloring algorithm has even been adapted to offer personalized CVD compensation; however, it is built on a color space that is lacking perceptual uniformity, and its low computation efficiency hinders its usage in daily life by individuals with CVD. In this paper, we propose a fast and personalized degree-adaptive image-recoloring algorithm for CVD compensation that considers naturalness preservation and contrast enhancement. Moreover, we transferred the simulated color gamut of the varying degrees of CVD in RGB color space to CIE L*a*b* color space, which offers perceptual uniformity. To verify the effectiveness of our method, we conducted quantitative and subject evaluation experiments, demonstrating that our method achieved the best scores for contrast enhancement and naturalness preservation.
Publisher
Springer Science and Business Media LLC
Reference34 articles.
1. Arthur, D., Vassilvitskii, S.: k-means++: the advantages of careful seeding. In: Proceedings of the 18th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA ’07, pp. 1027–1035. Society for Industrial and Applied Mathematics, USA (2007)
2. Brettel, H., Viénot, F., Mollon, J.D.: Computerized simulation of color appearance for dichromats. J. Opt. Soc. Am. A 14(10), 2647–2655 (1997). https://doi.org/10.1364/JOSAA.14.002647. https://opg.optica.org/josaa/abstract.cfm?URI=josaa-14-10-2647
3. Ebelin, P., Crassin, C., Denes, G., Oskarsson, M., Åström, K., Akenine-Möller, T.: Luminance-Preserving and Temporally Stable Daltonization. In: Babaei, V., Skouras, M. (eds.) Eurographics 2023—Short Papers. The Eurographics Association (2023). https://doi.org/10.2312/egs.20231011
4. Farnsworth, D.: The Farnsworth–Munsell 100-hue and dichotomous tests for color vision$$\ast $$. J. Opt. Soc. Am. 33(10), 568–578 (1943). https://doi.org/10.1364/JOSA.33.000568. https://opg.optica.org/abstract.cfm?URI=josa-33-10-568
5. Farnsworth, D.: Farnsworth dichotomous test for color blindness. Psychol. Corporation. (1947)