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首页> 外文期刊>Journal of visual communication & image representation >An image pixel based variational model for histogram equalization
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An image pixel based variational model for histogram equalization

机译:用于直方图均衡的基于图像像素的变分模型

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In this paper, we develop an image pixel based histogram equalization model for image contrast enhancement. The approach is to propose a variational model containing an energy functional to adjust the pixel values of an input image directly so that the resulting histogram can be redistributed to be uniform. This idea is different from existing histogram equalization algorithms where a histogram based on the input image is constructed, a mapping is determined to output a uniform histogram and then the pixel values of the input image are adjusted based on the mapping. In the variational model, a mean brightness term is incorporated to preserve the brightness of the input image, and a geometry constraint can also be added to keep the geometry structure of the input image. Theoretically, the existence of the minimizer of the proposed model, and the convergence of the proposed algorithm are given. Experimental results are reported to demonstrate that the performance of the proposed model are competitive with the other testing histogram equalization methods for several testing images. (C) 2015 Elsevier Inc. All rights reserved.
机译:在本文中,我们开发了基于图像像素的直方图均衡模型来增强图像对比度。该方法是提出一种变分模型,该模型包含一个能量函数,可直接调节输入图像的像素值,以便可以将所得直方图重新分布为均匀的。该想法与现有的直方图均衡算法不同,在现有的直方图均衡算法中,构造基于输入图像的直方图,确定映射以输出均匀的直方图,然后根据该映射调整输入图像的像素值。在变分模型中,合并了平均亮度项以保留输入图像的亮度,还可以添加几何约束以保持输入图像的几何结构。从理论上讲,给出了所提出模型的最小化子的存在性以及所提出算法的收敛性。据报道,实验结果表明,对于几种测试图像,该模型的性能与其他测试直方图均衡方法具有竞争力。 (C)2015 Elsevier Inc.保留所有权利。

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