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All Journal Jurnal Sains dan Teknologi JOIV : International Journal on Informatics Visualization JITK (Jurnal Ilmu Pengetahuan dan Komputer) Jambura Journal of Informatics Jurnal Informatika Kaputama (JIK) Jurnal Pendidikan Teknologi Pertanian Journal of Applied Science, Engineering, Technology, and Education Jurnal Minfo Polgan (JMP) Jurnal Nasional Teknik Elektro dan Teknologi Informasi Seminar Nasional Pengabdian Kepada Masyarakat Jurnal Ilmiah Edutic : Pendidikan dan Informatika Home Ec INOVASI: Jurnal Hasil Pengabdian Masyarakat Indonesian Journal of Fundamental Sciences Teknovokasi : Jurnal Pengabdian Masyarakat Jurnal Pendidikan Terapan Seminar Nasional Hasil Penelitian LP2M UNM Information Technology Education Journal Jurnal PGSD UNIPOL International Journal of Environment, Engineering, and Education Jurnal Kemitraan Responsif untuk Aksi Inovatif dan Pengabdian Masyarakat Jurnal Teknologi Pendidikan Prosiding Seminar Nasional Dies Natalis Universitas Negeri Makassar INDOPEDIA (Inovasi Pembelajaran dan Pendidikan) Jurnal MediaTIK International Journal of Education, Vocational and Social Science Journal of Computers, Informatics, and Vocational Education Jurnal MEKOM: Media Komunikasi Pendidikan Kejuruan IJHABS Media Elektrik UNM Journal of Technology and Vocational Jurnal Vokasi Keteknikan Aksi Kita: Jurnal Pengabdian Kepada Masyarakat Journal of Vocational, Informatics and Computer Education Journal of Smart Education and Emerging Technology Journal of Education for Creativity and Innovation
Abdul Muis Mappalotteng
Universitas Negeri Makassar
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Journal : joiv international journal on informatics visualization

 1 
Enhancing Batik Classification Leveraging CNN Models and Transfer Learning Perdana, Am Akbar Mabrur; Fajar B, Muhammad; Mappalotteng, Abdul Muis
JOIV : International Journal on Informatics Visualization Vol 9, No 3 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.3.2535

Abstract

Batik is a traditional art originating from Indonesia and recognized by UNESCO. Batik motifs vary depending on the region of origin. The diverse batik motifs reflect the rich cultural heritage and unique traditions owned by each region in Indonesia. From Sabang to Merauke, each motif features a different story and values, depicting the beauty and diversity of nature and the lives of diverse local people. However, in the context of the modern era that continues to develop, batik motifs also experience renewal and creativity that always adapts to the times. As a result, the diversity of batik motifs is increasingly abundant in Indonesia. Thus, complicating efforts to identify and categorize batik motifs appropriately. Therefore, in the context of this study, we chose to combine the MobileNetV2 model with Transfer Learning to classify batik motifs. We used a dataset consisting of 3000 batik images and categorized them into three main classes, namely Kawung batik, Mega Mendung batik, and Parang batik. This approach not only leads to the introduction and understanding of traditional batik motifs but also applies the latest technology for a more in-depth and accurate analysis. The results of this model show an extremely high level of testing accuracy, reaching 0.9946%, and training accuracy of 0.8916%, and the time required by the model to train and test the entire dataset is 18 minutes 1 second. Future research can explore the integration of other technologies or new approaches to improve accuracy and efficiency in classifying batik motifs.
Co-Authors Abduh, Ibrahim Abdul Hakim Abna Mufid Kadir Adriyansah Adriyansah Ahmad Adivar Ahmad Rifqi Asrib Ainul Hidayah Akhyar Muchtar, Akhyar Al Imran al Imran Imran Aldiansyah Nur Alam Alimuddin Sa’ban Miru Alimuddin Sa’ban Miru Amirah Mustarin Anas Arfandi Anas Arfandi Anas Arfandi Andi Ahmad Taufiq Andi Baso Kaswar Andi Baso Kaswar Andi M. Yusuf Andi Sitti Rasiah Andi Syahrul Darmawan Andi Tenriola Ansar Ardila Eltari Ningtiyas Ardiwijoyo, Ardiwijoyo Asrul Asrul Aulia Indah Yuanisah AYU LESTARI Ayu Lestari Bakhran A. Rauf BAKHRANI RAUF Budi Afandi Darlan Sidik Darmawang, Darmawang Dewi Fatmarani Surianto Dewi Triantini Dian Ekawati Nur Dian Hardianti Eka Lestari Dirawan, Gufran Darma Djawad, Yasser Abdul Edi Suhardi Rahman Ervi Novitasari Fachrum Firdaus Faradiba Fahnun Putri Fathahillah Fathahillah Fathahillah Fathahillah Fiskia Rera Baharuddin Fitri Fitri Fitria Arifyanti Fitria Fitria H, Nurhikmah Hading, Sitti Aisyah Haeril Hamdy Nur Saidy Hamsu Abdul Gani Hamsu Abdul Gani Hanum Zalsabilah Idham Haripuddin Hasrul Hasrul Helmi Said Hendra Jaya Hengki Wijaya Hermila A Hidayanti, Abna Husna Saleh Indah Melisa Indah Melisa Irham Halik Irwansya Irwansya Ivan Th. J. Weismann, Ivan Th. J. Iwan Suhardi Jamaluddin Jamaluddin Kholik Prasojo Laksmi Dewi, Laksmi Laode Muh ZulFardin Syah Lu’mu Taris M. Arwan Setiawan M. Miftach Fakhri M. Syahid Nur Wahid M. Tawahido, Rezki Musbahin Mahdaniar Mahdaniar Mahdaniar Mangesa, Riana T Marhayati Mhammad Fadhil Fikri Miru, Alimuddin Sa'ban Muh Abi Zaid Alkhudri Muh Ardi Muh Fuad Zahran Firman Muh Nasir Malik Muh Yahya Muh. Akbar Muh. Ichsan Ali Muh. Nasir Malik Muh. Nasir Malik Muhammad agung Muhammad Agung Muhammad Akil, Muhammad Muhammad Fadhil Fikri Muhammad Fajar B Muhammad Ichsan Ali MUHAMMAD ILHAM Muhammad Ilyas Syarif muhammad irfan Muhammad Irfan Muhammad Julmawansa Abdullah Muhammad Miftah Farid Muhammad Nasir Malik Muhammad Nur Faiz Muhammad Rafli Aditya H. Muhammad Yahya Muhammad Yahya Muhammad Yahya Muhammad Yusuf Mappeasse Muhammad Yusuf Mappeasse Mukhlisin Mukhlisin Mukhlisulfatih Latief Muliadi Muliadi Muliaty Yantahin Muntazarah, Fediyatun Musawwir Musawwir Mustamin Mustari S Lamada Mutiara Mutmainna Nahriana Nahriana Nasrullah, Asmaul Husnah NFH, Alifyah Ni Nyoman Seri Dewi Ninik Septyani Ninik Septyani Nugrah Wulandari AL Nugrah Wulandari AL Nur Ainun Nur Ainun Najibah Nur Alam Fajar Nur Rahmawati Nur Syamsinar Munir Nur, Hasanah - Nur, Istar Al Fatih Malik Nurfidah Nuridayanti, Nuridayanti Nurmila Nurul Mukhlisah Abdal Nurwana Parenreng, Jumadi M. Parenrengi, Syafiuddin Patang Perdana, Am Akbar Mabrur Purnamawati Purnamawati Purnamawati Purnamawati Putri Nanda Sari Raturayawan Reski, Andi Riana T Mangesa Riana T. Mangesa Riana Tangin Mangesa Rida Aulia Fitri Rimba Saputra Riska, Muhammad Riskayani Riskayani Risma Niswaty Risnawaty Rosdiana Rosdiana Rosdiana Ruslan Ruslan Saharuna Sakwati Abidin Sanatang Sapto Haryoko Saskia Selen Subasi Siti Rahmawati Sri Ayu Ashari Sri Mentari Pattola Sri Wulandari SRI WULANDARI Sugeng A. Karim Sukma Riski Ananda Supriadi Supriadi Supriadi Suryadi Syamsu, Suryadi Suryaningsih Syafiuddin Panrenrengi Syafiuddin Syafiuddin Syahru Syahrul Syahrul Syahrul Syahrul Syahrul Syamsidah Syamsurijal Taswin Rahmat Utari Dewi Wahyu Ilahi SS Yasser Abd. Djawad Yermia Yunus Yermia Yunus Yuanita B Yuliati Hafid Zainuddin Zainuddin Zainuddin, Zainuddin Zulhajji