An effective grayscale conversion with applications to image enhancement

C. Ancuti, Cosmin Ancuti, P. Bekaert
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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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一个有效的灰度转换与应用,以图像增强
最近,人们对精确整合人类视觉感知特性的努力,不仅在数码摄影方面,而且在色彩处理工具方面,都取得了令人印象深刻的进步。颜色是影响人类视觉系统的主要属性之一,最终是我们经验和感知的结果。然而,一些重要的应用,如视障人士的替代系统、计算机断层扫描、印刷教科书和美学风格化,仍然需要可靠的灰度图像表示。将三维颜色信息映射到单个维度上,同时仍然保留原始外观、对比度和最精细的细节,这不是一项微不足道的任务。在商业图像编辑软件中发现的标准单色变换忽略了色彩分布,在许多情况下无法保留原始色彩对比度的可辨别性。因此,等亮度颜色被映射到相似的灰度级,增加了脱色图像版本的模糊性。虽然亮度是一个确定的值,但我们测量视亮度的主观解释在图像脱色过程中是非常重要的。
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