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All Journal Jurnal Visi Ilmu Pendidikan Jurnal Bahasa, Sastra, dan Budaya Language Circle : Journal of Language and Literature JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Jurnal Ilmiah Universitas Batanghari Jambi Syntax Literate: Jurnal Ilmiah Indonesia Sawala : Jurnal Administrasi Negara Maneggio: Jurnal Ilmiah Magister Manajemen Jurnal Ilmiah Ilmu Kesehatan: Wawasan Kesehatan Jurnal Teknoinfo JUTIM (Jurnal Teknik Informatika Musirawas) JURNAL KESEHATAN INDRA HUSADA Infokes : Info Kesehatan Jurnal Kesehatan Indonesia JUSIM (Jurnal Sistem Informasi Musirawas) Metahumaniora Studi Budaya Nusantara Diklat Review : Jurnal manajemen pendidikan dan pelatihan Jurnal 'Aisyiyah Medika NURSING UPDATE JURNAL ILMIAH ILMU KEPERAWATAN Jorpres (Jurnal Olahraga Prestasi) Al Huquq : Journal of Indonesian Islamic Economic Law Jurnal Digital Teknologi Informasi Ksatra: Jurnal Kajian Bahasa dan Sastra Bambuti: Bahasa Mandarin dan Kebudayaan Tiongkok Jurnal Mandiri IT Journal of Nutrition Science Jurnal Kesehatan Abdurrahman Jurnal Sistem Informasi dan Teknik Informasi REDUPLIKASI: Jurnal Penelitian Pendidikan Bahasa Indonesia Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) International Journal on Advanced Technology, Engineering, and Information System (IJATEIS) Journal of Language, Literature, and Arts (JoLLA) SENTRI: Jurnal Riset Ilmiah MANDARINABLE: Journal of Chinese Studies JGK (Jurnal Guru Kita) Indonesian Research Journal on Education LINGTERSA: Jurnal Linguistik, Terjemahan, Sastra Jurnal Pengabdian Masyarakat Bangsa Journal of Social Science Utilizing Technology Jurnal Bakti Masyarakat Manajemen Changlun: Journal of Chinese Language, Literature, Culture and Linguistic Journal of Social Science Utilizing Technology REGISTER JOURNAL Jurnal Faidatuna Nusantara Journal of Education and Social Science Ngaji
Rudiansyah Rudiansyah, Rudiansyah
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Journal : Jurnal Mandiri IT

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Data-driven approach for batik pattern classification using convolutional neural network (CNN) Sari, Ira Puspita; Elvitaria, Luluk; Rudiansyah, Rudiansyah
Jurnal Mandiri IT Vol. 13 No. 3 (2025): January: Computer Science and Field.
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/mandiri.v13i3.361

Abstract

Batik is one of Indonesia's cultural heritages with complex and diverse patterns, possessing high artistic value and deep philosophy. Manual classification of batik patterns requires time and depends on expert knowledge, making the process inefficient. This study aims to develop a batik pattern classification model using Convolutional Neural Network (CNN) with a data-driven approach, enabling automatic and accurate pattern recognition. The dataset used consists of 4,284 batik images divided into five pattern classes: Kawung, Lereng, Ceplok, Parang, and Nitik. In this research, the CNN model was developed by using transfer learning techniques with MobileNetV3 pre-trained on a large dataset. The training process involved data augmentation to enhance the model's robustness against variations in batik patterns. The evaluation was conducted by measuring the model's accuracy and loss. The results show that the CNN model achieved an average accuracy of 93.42% on the training data and 93.88% on the testing data. This research demonstrates that the data-driven approach using CNN is effective for batik pattern classification, providing more accurate results compared to manual methods and offering an efficient solution for the digitalization of the batik industry. The developed model can serve as a foundation for broader applications in cultural preservation and the advancement of artificial intelligence-based technology.
Co-Authors Abadi, Deeva Lorenza Achmad Syarif Agung Sudrajat, Agung Agus Budianto Agus Hari Wibowo Agus Rusdiana,, Agus Agustin, Riya Ahmad Tohir Alamsyah, Agung Amri, Miftachul Arif Fadillah Arif Fadillah Ariyansyah, Rafly Aurora, Natasya Avenida, Quinta Basamah, Shofia Azra Bayu Sela Priyatna Brasila, Barliy Celvin, Raid Chairunnisya, Fetri Chrysoberyl, Tania Damarwulan, Liza Mumtazah Damayanti, Ria Dartiwen Dartiwen Depi Yulyanti Dicky Nofriansyah Djatmika Djatmika, Djatmika Dwi Retno Wulandari Erlangga, Deni Ernawati Ernawati Guizhi, Kou Habsyi, M Alfi Al Hanie Teki Tjendani, Hanie Teki Hantoro, Arthur Hajar Hartika, Nely Haryono, Tono Hasan, Akhmad Hazmanan Khair, Hazmanan Heirina, Anna Heristiyana, Heristiyana Herman, Joni Hernaeny, Ul’fah hidayat, iwa ikhwan Hudaidah Hudaidah Humairo, Humairo Hutagalung, Juniar Ikeu Tanziha Indrawani, Dali Ipah Ema Jumiati Ira Puspita Sari Irfan, Nur Iryani, Lemi Islami, Deri Jakti, Uray Bilchairi Juliano, Mulyasar Fikri Julina Julina Jung, Cintiawinata Kesuma, Lucky Indra Khairunnisa Khairunnisa Kholifah, Yuni Nur Latiffunnisa, Husna Lianisyah, Ulfah Yanuar Lilianti, Putri Luluk Elvitaria, Luluk M Syahid, Angga Maharani, Cristina Mahera, Rafika Makmum Raharjo Megalia, Dewi Meilanda, Indah Meliana, Helda Muhammad Alfreno Rizani Mulyado, Riski Nanda, Rian Nani Tursina Nasution, Annio Indah Lestari Neksidin, Neksidin Novita, Yeni Nurul Khoirun Nisa Oktarina, Devi Otimah, Otimah Oxyandi, MIming Panduragan, Santhna Letchmi Pratiwi, Gabriella Christa Intan Prayitno, M. Hadi Puspa Sari, Puspa Puspanantasari, Erni Putri, Dinda Anindya Raharjo, Makmun Rahmanita, Raisya Rajasa, Aldi Indra Ramadarti, Nur RAMADHAN, FADHIL Ramadhan, Rehan Sasli Ramadhani, Ahmad Rambe, Muiz Fauzi Rara Sugiarti Razi, Muhammad Riza Ar Renaldy, Faris Rendi, Ketut Rina Febrina, Rina Riyadi Santosa Rossanti, Lisdiana Rudi, Abil Rudiansyah Rudiansyah Said, Faridah Mohd Salman Salman Sardi, Aditiya Sardi, Aditya Sari, Luh De Wulan Sassi, H Komarudin Sitanggang, Togu Raja Siti Aisyah Sohibun -, Sohibun sri murtini . Sriawan, Minda Sugiarti, Tati Swalaganata, Galandaru Tanjung, Risca Chairiah Tian Kurniawan Tjahjo Suprajogo Tri Wiratno, Tri Trianto, Joko Usman Radiana Wagiran Wagiran Wartono Wartono Widiyanti, Ike Widyastira JP, Sania Widyawati Widyawati Wiranda, Ovi Zhang Wei