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An improved contrast enhancing approach for color-to-grayscale mappings

机译:一种改进的对比度增强方法,用于颜色到灰度的映射

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摘要

Despite the widespread availability of color sensors for image capture, the printing of documents and books is still primarily done in black-and-white for economic reasons. In this case, the included illustrations and photographs are printed in grayscale, with the potential loss of important information encoded in the chrominance channels of these images. We present an efficient contrast enhancement algorithm for color-to-grayscale image conversion that uses both luminance and chrominance information. Our algorithm is about three orders of magnitude faster than previous optimization-based methods, while providing some guarantees on important image properties. More specifically, our approach preserves gray values present in the color image, ensures global consistency, and locally enforces luminance consistency. Our algorithm is completely automatic, scales well with the number of pixels in the image, and can be efficiently implemented on modern GPUs. We also introduce an error metric for evaluating the quality of color-to-grayscale transformations.
机译:尽管彩色传感器广泛用于图像捕获,但是出于经济原因,文档和书籍的打印仍然主要以黑白方式进行。在这种情况下,随附的插图和照片将以灰度打印,而重要信息的潜在损失可能会编码在这些图像的色度通道中。我们提出了一种有效的对比度增强算法,用于同时使用亮度和色度信息的彩色到灰度图像转换。我们的算法比以前的基于优化的方法快大约三个数量级,同时为重要的图像属性提供了一些保证。更具体地说,我们的方法可以保留彩色图像中存在的灰度值,确保全局一致性,并局部增强亮度一致性。我们的算法是完全自动的,可以根据图像中的像素数量很好地缩放,并且可以在现代GPU上有效实现。我们还引入了一种误差度量,用于评估颜色到灰度转换的质量。

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