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Composing photomosaic images using clustering based evolutionary programming

机译:使用基于聚类的进化规划来构成光镶嵌图像

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摘要

Photomosaic images are a type of images consisting of various tiny images. In the past, many approaches have been proposed trying to automatically compose photomosaic images. To obtain a better visual sense and satisfy some commercial requirements, a constraint that a tiny image should not be repeatedly used many times is usually added. With the constraint, algorithms using greedy mechanism fail to solve it. In this paper, we present an approach called clustering based evolutionary programming to deal with the problem. Our new approach has a similar mechanism to that of evolutionary programming (we adopt mutation, selection and fitness evaluation) and uses the normalized color histogram information as the prior information. The two characteristics make our approach converges fast and performs well. In our experiment, the proposed algorithm is compared with the state of the art algorithms and software. The results indicate that our algorithm is able to generate higher quality photomosaic images.
机译:马赛克图像是一种由各种微小图像组成的图像。过去,已经提出了许多尝试自动合成光马赛克图像的方法。为了获得更好的视觉效果并满足一些商业要求,通常添加一个限制,即不应多次重复使用小图像。在这种约束下,使用贪婪机制的算法无法解决它。在本文中,我们提出了一种称为基于聚类的进化规划的方法来解决该问题。我们的新方法具有与进化编程相似的机制(我们采用突变,选择和适应性评估),并使用归一化的颜色直方图信息作为先验信息。这两个特征使我们的方法收敛迅速且性能良好。在我们的实验中,将所提出的算法与最新算法和软件进行了比较。结果表明,我们的算法能够生成更高质量的光马赛克图像。

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