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All Journal Jurnal Dedikasi Sainteks TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Simantec Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Transformatika Proceeding of the Electrical Engineering Computer Science and Informatics JOIN (Jurnal Online Informatika) Fountain of Informatics Journal JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JURNAL MEDIA INFORMATIKA BUDIDARMA Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Dinamisia: Jurnal Pengabdian Kepada Masyarakat Jurnal Informatika Universitas Pamulang JATI (Jurnal Mahasiswa Teknik Informatika) JIKA (Jurnal Informatika) Tematik : Jurnal Teknologi Informasi Komunikasi Jurnal Jaring SainTek Jurnal Manajemen Informatika Jayakarta IICS Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Informatika: Jurnal Pengembangan IT Jurnal Repositor
Gita Indah Marthasari
Universitas Muhammadiyah Malang
Agriculture, Biological Sciences & Forestry Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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Journal : joiv international journal on informatics visualization

 1 
Leveraging ESRGAN for High-Quality Retrieval of Low-Resolution Batik Pattern Datasets Azhar, Yufis; Marthasari, Gita Indah; Regata Akbi, Denar; Minarno, Agus Eko; Haqim, Gilang Nuril
JOIV : International Journal on Informatics Visualization Vol 9, No 2 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.2.3202

Abstract

As one of the world's cultural heritages in Indonesia, batik is one of the quite interesting research subjects, including in the realm of image retrieval. One of the inhibiting factors in searching for batik images relevant to the query image input by the user is the low resolution of the batik images in the dataset. This can affect the dataset's quality, which automatically also impacts the model's performance in recognizing batik motifs with complex details and textures. To address this problem, this study proposes using the Enhanced Super-Resolution Generative Adversarial Network (ESRGAN) method to increase the resolution of batik images. By increasing the resolution, it is hoped that ESRGAN can clarify the details and textures of the initial low-resolution image so that these features can be extracted better. This study proves that ESRGAN can produce high-resolution batik images while maintaining the details of the batik motif itself. The resulting image's high PSNR and low MSE values confirm this. The implementation of ESRGAN has also been proven to improve the performance of the image retrieval system with an increase in precision and average precision values between 1-5% compared to other methods that do not implement it.
Co-Authors Abu Hanifah Adam Novrisa Adam Novrisal Agus Eko Minarno Akbi, Denar Regata Aldiensyah Alfin Lutfi Sidiq Amelia Deastu Amelia Dwi Deastu Amelia Dwi Deastu Aminudin AMINUDIN Aminudin Aminudin, Aminudin Anastasia Lidya Maukar Andjani Chaerun Nisha Anggraini, Syadza Ani Tri Wahyuningsih Anik Vega Vitianingsih Arif Rahmadhani Arif Rahmadhani Basuki, Setio Bayu Agung Setiawan Belli Kafilla Gani Belli Kafilla Gani Briansyah Setyo Wiyono Cahyanto, Mochammad Andre Chita Nauly Harahap Christian Sri Kusuma Aditya Christian Sri Kusuma Aditya Christian Sri Kusuma Aditya Darfian Ardiansyah Diah Risqiwati Didih Rizki Chandranegara Dwi Kurnia Puspitaningrum Effendy, Nico Ardia Eko Budi Cahyono Elsyah Ayuningrum Elza Norazizah Elza Norazizah Evi Dwi Wahyuni Faiqurrahman, Mahar Fajarisma Asfiana Putri Fajrur Rahman Suprapto Fajrur Rahman Suprapto Fakhrul Islami Fakhrul Islami Fathoni, Muhammad Asrar Fatimah Defina Setiti Alhamdani Febri Ayu Fitriani Ferin Reviantika Ferin Reviantika Frengky Prastyo Gita Ismadianti Hanafi Prasetyoko Haqim, Gilang Nuril Haris Diyaul Fata Haris Diyaul Fata Harizal Iqmal Hasan I'anatut Thoifah Imam Halimi Imam Halimi Indrabayu, Rizky Irsandro, Ahmad Karima Maydina Yanti Kresna Arief Nugraha Lailatul Husniah Lailatul Husniah Lia Nuarini Luqman Hakim M. Isnainur Hidayatullah M. Isnainur Hidyatullah Mahar Faiqurahman Mairissa Anggraini Mairissa Anggraini Maulidya Yuniarti Moh. Taufiq Hidayat Muhammad Alfian Ramadhani Muhammad Alvin Rafli Muhammad Asrar Fathoni Muhammad Gufron Muhammad Gufron Muhammad Ilham Muhammad Ilham Muhammad Iqbal Muhammad Iqbal Muhammad Iqbal Ramadhan Muhammad Rizky Aviansyah Muhammad Syauqi Amiq Amrullah Muhammad Ulfi Nabillah Annisa Rahmayanti Nabillah Annisa Rahmayanti Nina Mauliana Noor Fajriah Nina Mauliana Noor Fajriah Nirma Dwi Wulansari Nirma Dwi Wulansari Nirma Noviasari, Vebrian Nuarini, Lia Nur Hayatin Nur Riyan Sahara Nuryasin, Ilyas Pendi, Wendi Praadita, Firman Noor Rellanti Diana Kristy Ridha Akbari Risdianto Risdianto Risdianto Risdianto Rizky Habibullah Fuady Rizky Irwan Saputra Rizky Irwan Saputra Roni Hadi Wijaya S, Vinna Rahmayanti Saiful Amien Silcillya Ayu Astiti Syadza Anggraini Syadza Anggraini Syaifudin Zuhri Syaifudin Zuhri Tsabitah Ayu Rahmawati Tutik Sulistyowati Vebrian Noviasari Wahyu Andhyka Kusuma Waliyyullah Mufid Waliyyullah Mufid Wicaksono, Galih Wasis Wildan Suharso Wiyono, Briansyah Setio Wiyono, Briansyah Setyo Yudi Ananta Prasetya Yufis Azhar Zachra, Fatimatus Zakaria, Irfan Zakiyah Mahfudho Zamah Sari Zildan Rahmatullah