基于SVM方法和GLCM特征提取的大阳图像分类

Pub Date : 2021-01-18 DOI:10.31289/JITE.V4I2.4524
Muhathir Muhathir, M. H. Santoso, D. Larasati
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引用次数: 8

摘要

大阳是一件艺术杰作,它经历了几个世纪的变化和发展,反映了社会大多数人的生活。Wayang之所以具有很高的价值,是因为它不仅具有“娱乐”奇观的功能,而且从一场Wayang表演中可以学到很多教训和人生价值。木偶本身有多种类型和形式,这些形式都有自己的独特性,因为木偶的种类很多,很多人并不知道所有的名字和类型。因此,在本研究中,我们将讨论如何基于wayang图像,使用SVM和GLCM方法作为特征提取来识别wayang物体。结果表明,基于wayang图像,采用支持向量机(SVM)和灰度共现矩阵(GLCM)特征提取方法对wayang进行分类,能够较准确地识别wayang目标,总准确率最高可达83.2%。
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Wayang Image Classification Using SVM Method and GLCM Feature Extraction
Wayang is a masterpiece of art that has been able to survive centuries of change and development as a reflection of life for the majority of society. Wayang has a high value because it does not only function as a "entertainment" spectacle, but also has many lessons and life values that can be learned from a wayang show. Puppet itself has various types and forms, and these forms have their own uniqueness, because of the many types of Puppet, many people do not know all the names and types of wayang. Therefore, in this research, we will discuss how to recognize wayang objects based on wayang images using the SVM and GLCM methods as feature extraction. The results showed that the classification of wayang using the SVM (Support Vector Machine) method and the GLCM (Gray Level Co-Occurrence Matrix) feature extraction can recognize wayang objects based on wayang images and classify them quite accurately and a maximum total accuracy of 83.2% is obtained.
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