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Hue-preserving color image enhancement using particle swarm optimization

机译:使用粒子群优化保护色调彩色图像增强

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Image enhancement is aimed to improve image quality by maximizing the information content in the input image. In this article a PSO based hue preserving color image enhancement technique is proposed. The process is as follows. Image enhancement is considered as an optimization problem and particle swarm optimization (PSO) is used to solve it. The quality of the intensity image is improved by a parameterized transformation function, in which parameters are optimized by PSO based on an objective function. The intensity transformation function uses local and global information of the input image and the objective function considers the entropy and edge information to measure the image quality. The enhanced color image is then obtained by scaling, which sometimes leads to gamut problem for few pixels. Rescaling is done to the saturation component to remove the gamut problem. The algorithm is tested on several color images and results are compared with two other popular color image enhancement techniques like hue-preserving color image enhancement without gamut problem (HPCIE) and a genetic algorithm based approach to color image enhancement (GACIE). Visual analysis, detail and background variance of the resultant images are reported. It has been found that the proposed method produces better results compared to other two methods.
机译:图像增强旨在通过最大化输入图像中的信息内容来提高图像质量。在本文中,提出了一种基于PSO的色调保留彩色图像增强技术。该过程如下。图像增强被认为是优化问题,并且使用粒子群优化(PSO)来解决它。通过参数化的变换函数改善了强度图像的质量,其中基于目标函数通过PSO优化参数。强度转换函数使用输入图像的本地和全局信息,并且目标函数考虑熵和边缘信息来测量图像质量。然后通过缩放获得增强的彩色图像,这有时会导致几个像素的曲目问题。重新扫描是在饱和组件中完成以消除域问题。该算法在几种彩色图像上测试,并将结果与​​两个其他流行的彩色图像增强技术相比,如Hue保留彩色图像增强,没有域问题(HPCIE)和基于彩色图像增强的基于遗传算法(Gacie)。报告了所得图像的视觉分析,细节和背景方差。已经发现,与其他两种方法相比,所提出的方法产生更好的结果。

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