Wayang Image Classification Using SVM Method and GLCM Feature Extraction

Abstract

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.

Indonesian Shadow Puppet Recognition Using VGG-16 and Cosine Similarity

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Aplikasi Penghitung Berat Barang Berbasis Web Dengan Metode Naïve Bayes

“…Algoritma Naive Bayes [10], [11] yang ditemukan oleh ilmuwan Inggris yaitu Thomas Bayes. Teorema Bayes [12] [13], merupakan suatu algoritma klasifikasi [14] data mining yang memanfaatkan teori kemungkinan dan stasistika sederhana dengan mengasumsikan seluruh atribut bersifat bebas dengan mengingat variabel nilai kelas, maka karakterisasi diasumsikan sebagai kesederhanaan [15] tetapi algoritma ini berkinerja baik dan dapat belajar dengan cepat pada beragam masalah klasifikasi [16].…”

Konsep Geometri pada Unsur Wayang Kulit

“…Mengingat bahwa di Indonesia merupakan salah satu negara yang memiliki beragam kebudayaan, suku, ras bahasa, alat-alat musik, dan media berkomunikasi dari masing-masing propinsi, pemilihan budaya dalam focus penelitian ini mengambil kebudayaan wayang kulit. Wayang kulit merupakan seni pertunjukan penokohan manusia yang terbuat dari pahatan kulit sapi atau kerbau, yang dapat dimanfaatkan untuk memerankan suatu karakter tertentu dan biasanya dimainkan oleh seseorang yang disebut dalang (Muhathir et al, 2021;Nurcahyo & Yulianto, 2021;E. Setiawan, 2020).…”