Article Per Year (5 Year)
p-Index From 2019 - 2024
4.602
P-Index
This Author published in this journals
All Journal PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic E-Dimas: Jurnal Pengabdian kepada Masyarakat JURNAL MEDIA INFORMATIKA BUDIDARMA JTERA (Jurnal Teknologi Rekayasa) INTECOMS: Journal of Information Technology and Computer Science JURIKOM (Jurnal Riset Komputer) Jurnal Riset Informatika Building of Informatics, Technology and Science Jurnal Teknologi Informasi : Jurnal Keilmuan dan Aplikasi Bidang Teknik Informatika Abdimas Galuh : Jurnal Pengabdian Kepada Masyarakat JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer System and Informatics (JoSYC) Madaniya Community Empowerment Jurnal ABDIMAS (Pengabdian kepada Masyarakat) UBJ Journal of Applied Computer Science and Technology (JACOST) Jurnal Altifani Penelitian dan Pengabdian kepada Masyarakat Prosiding University Research Colloquium Borobudur Informatics Review Prosiding Seminar Nasional Hasil-hasil Penelitian dan Pengabdian Pada Masyarakat Jurnal Informatika Polinema (JIP) Journal Of Computer Science Contributions (JUCOSCO)
Maimunah
Universitas Muhammadiyah Magelang, Magelang, Indonesia
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences

Published : 35 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Applied Computer Science and Technology (JACOST)

 1 
Arsitektur Convolutional Neural Network untuk Model Klasifikasi Citra Batik Yogyakarta Arya Prayoga; Maimunah; Pristi Sukmasetya; Muhammad Resa Arif Yudianto; Rofi Abul Hasani
Journal of Applied Computer Science and Technology Vol 4 No 2 (2023): Desember 2023
Publisher : Indonesian Society of Applied Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52158/jacost.v4i2.486

Abstract

Batik is an Indonesian culture that has been recognized as a world heritage by UNESCO. Indonesian batik has a variety of different motifs in each region. One area that is famous for its batik motifs is Yogyakarta. Yogyakarta has a variety of batik motifs such as ceplok, kawung, and parang which can be differentiated based on the pattern. Yogyakarta batik motifs need to be preserved so they do not experience extinction, one way is by introducing Yogyakarta batik motifs. The recognition of Yogyakarta batik motifs can utilize technology to classify images of Yogyakarta batik motifs based on patterns using the Convolutional Neural Network (CNN). The Yogyakarta batik motif images used for classification totaled 600 images consisting of 3 different motifs such as ceplok, kawung, and parang. Image classification using CNN depends on the architectural model used. The CNN architecture consists of two stages, namely Convolutional for feature extraction and Neural Network for classification. The CNN architectural models made for the introduction of Yogyakarta batik motifs totaled 7 models which were distinguished at the feature extraction stage. The highest accuracy results in the classification of Yogyakarta batik motif images using CNN were obtained in the 6th model. The 6th model has an accuracy of 87.83%, an average precision of 88.46% and an average recall of 87.66%. The accuracy, precision, and recall values ​​obtained by the 6th model are above 80%, which means that the 6th model can classify Yogyakarta batik motifs quite well.
Co-Authors Achmat Mujafar Afif Prasetyo Afrilia Putri Permata Sari Ajeng Tri Rahayu Aldi Muhammad Nur Fadli Alfira Nisa Fadhilah Almas Nurfarid Budi Prasetyo Anita Setyowati Srie Gunarti Annisa Hakim Purwantini Arazka Firdaus Anavyanto Ardhin Primadewi Arya Prayoga Daffa Syahnakri Mikola Rusadi Danang Setya Nugraha Devara Avila Sebastian Devi Oktaviani Dimas Sandya Nugraha Dwihantoro, Prihatin Emilya Ully Artha Endah Ratna Arumi Fachri Ilman Fauzandi Fitria Suryatini Hanaki Restu Putri Helmi Naufal Muzakki Henni Lestari Herlawati Herlawati Heru Yusmanto Hery Setiawan Ika Arthalia Imam Saputra Ira Nuryani Irfan Rasyid Irfan Reza Pratama Malikus Sumadyo Maulina Rizky Anggraeni Mayu Shofwan Khamid Muhamad Nurrohman Muhammad Aulia Tegar Pratama Muhammad Devananda Andika Putra Muhammad Resa Arif Yudianto Mukhtar Hanafi Nadila Dwi Saputri Oqi Dyah Larasakti Prima Dina Atika Purwono Hendradi Raden Kartika Satya Suryanegara Rahendra Firman Sunartama Rahmadya Trias Handayanto Resa Arif Yudianto Resa Arif Yudianto Resa Arif Yudiyanto Rindiyani Rindiyani Rofi Abul Hasani Safira Ayu Muthi'ah Salsabila Putri Abhiseka Satrio Seta Samsiana Sukmasetya, Pristi Teddy Rahardian Uky Yudatama Venia Almira Wahyu Santoso Yantria Gusta Nugraha Yusril Febriyanto