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Soffiana Agustin, Soffiana
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Journal : Jurnal Algoritma

 1 
Klasifikasi Citra Batik Menggunakan Local Binary Pattern (LBP) dan Support Vector Machine (SVM) Fatimah, Nuris Sayyidatul; Agustin, Soffiana
Jurnal Algoritma Vol 22 No 1 (2025): Jurnal Algoritma
Publisher : Institut Teknologi Garut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33364/algoritma/v.22-1.2208

Abstract

Image classification is one of the important branches in digital image processing that aims to recognize and classify objects based on certain features. This research seeks to preserve Indonesian batik culture through digital documents of batik motifs that can be applied in museums and research institutions. The main objective of this research is to overcome the difficulty in classifying batik motifs by applying Local Binary Pattern (LBP) as a feature extraction technique and Support Vector Machine (SVM) as a classification algorithm. The batik motifs used are Batik Kawung, Batik Megamendung, and Batik Parang. By using 720 batik images. This research was conducted in four main stages, namely pre-processing, feature extraction, classification and evaluation. The results showed an accuracy of 88.89%, with varying precision, recall, and F1-Score. The results show that texture analysis extracted through LBP contributes significantly to the accuracy of batik motif recognition.
Co-Authors AA Sudharmawan, AA Abdillah, Hanif Abyan Rizqy, Nadaa Syifa Ach Alfan Shahri Ahmad Fauzal Ibnu Amalik Ahmad Hendi Suffyan Hadi Ahmad Muzaki Ainul Faradisa Akhmad Wasiur Rizqi Al Husain, Gymnastiar Ishaq Amalik, Ahmad Fauzal Ibnu Ani Dijah Rahajoe Anita Sari arif arizal Asrorul Faradis AYU WULANDARI Azizah, Wafiq Bimantara Panji Saputra Cahyani Putri, Erna Dwita Sari Choyr Mukhlasin Candra Sakti Dano Fadilah Amelya Rizki Deny Andesta Dhidu Usrin Yadani Dhidu Usrin Yadani Elin Rosalin Elly Ismiyah Ernawati Ernawati Fahmi Fauzi Abdullah Fahmy Ardhiansyah Fahmy Ardhiansyah Fajar Wibowo, Cahyo Farhan Rizqullah Bagaskara Fatimah, Nuris Sayyidatul Fikrul Azizi, Muhammad Firda Mauludiyah Arfianti Firmansyah, Abdul Hafizh Gumilang, Agung Haq, Fajri Izzul Haris, Mohammad Harunur Rosyid Herlando Prayitno Ilham Teguh Prayudha Izzul Haq, Fajri Jaemsyien Devgan Oktawijaya Jatmiko, Wasis Putro LAILATUL FITRIA M. Fauzan Eksando Pramaisyah Maulana Ansaris, Fatur Maulana Feri Setyawan Maulana Firdaus Moch. Nuruddin Moh. Fahrudin Rifqi Moh. Jufriyanto Moh. Jufriyanto Mohammad Ridwan Bayu Pratama Muhammad Chozami Muhammad Fikri Anwar Muhammad Fikrul Azizi Muhammad Manu Muhammad Syaichuddin Muhammad Syaifudin Mujidah, Muna Nabilah Fitriani Naufal, Muhammad Nawwaf Ningrum, Dzakiah Widya Nisa', Widiana Kholisatun Nizam Masbakhi Zain Nur Afiq Eka Putra Nur Azizah Nuris Sayyidatul Fatimah Nurul Mudhofar Oktawijaya, Jaemsyien Devgan P. Eko Prasetyo PURWANTO Purwanto Purwanto Raditya Thabroni Romadhon Rahim, Nur Nafilah Rakhmadhan Rizky Brillian Rasyid, Harunur Rayhan, Ega Rifki, Achmad Rizqy, Nadaa Syifa Abyan Said Salim Dahdah Sanyoto, Ongky Dwi Setyawan, Maulana Feri Sirojul Qulub, Muhammad Syah Putra, Muhammad Madavi Syahbana, Ahmad Naufal Triyunita Nur Hayati Tsani, Ghalby Muhammad Tsaqofi Bintang Muslimah Tsaqofi Bintang Muslimah Umi Chotijah Wafiq Azizah Yulia Ayu Nastiti Yulia Rahmawati, Yulia