一种基于Contourelet变换(PAUCT)的绘画认证方法

R. Karki, A. Alsadoon, P. Prasad, A. M. S. Rahma, A. Elchouemi
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引用次数: 0

摘要

提出了一种基于contourlet变换的艺术品认证方法。将来自不同艺术家的样本数字图像转换为灰度图像。从灰度图像中提取背景斑块。利用Contourelet变换对提取的斑块进行变换,并用隐马尔可夫树(Hidden Markov Tree, HMT)对其建模。计算费雪距离信息是为了衡量艺术家的笔法之间的风格相似性。对所得结果进行分析,以确定画作的真实性。在此方法中,我们分析了不同的现有解决方案,确定了它们的局限性,并提出了一种新的混合方法,可以克服这些局限性。它是在20幅画的样本上进行测试的,这些画由梵高和其他艺术家的画组成,分别是梵高和非梵高的画。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A proposed method on painting authentication using Contourelet transform (PAUCT)
This paper presents a method based on contourlet transform for the purpose of art authentication. The sample digital images from the different artist are converted to the gray scale images. The background patches from the gray scale images are extracted. The extracted patches are transformed using Contourelet transform and modeled using Hidden Markov Tree (HMT). The Fisher distance information is calculated to measure for stylistic similarity between the brushwork of the artist. The result obtained is analyzed to determine the authenticity of the paintings. In this method we have analyzed different current existing solutions determine their limitations and propose a new hybrid method that can overcome those limitations. It is tested on the sample of twenty images of the paintings, consisting of the paintings from the Van Gog and other artist separated as the Van Gog and Non Van Gog paintings.
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