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All Journal CESS (Journal of Computer Engineering, System and Science) Journal of Governance Syntax Literate: Jurnal Ilmiah Indonesia IJIS - Indonesian Journal On Information System JSiI (Jurnal Sistem Informasi) JISICOM (Journal of Information System, Infomatics and Computing) Journal of Information System, Applied, Management, Accounting and Research Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Journal of Information Systems and Informatics Zonasi: Jurnal Sistem Informasi INFORMASI (Jurnal Informatika dan Sistem Informasi) Journal of Advanced in Information and Industrial Technology (JAIIT) jurnal syntax admiration Jurnal Teknologi Informatika dan Komputer Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Informatika dan Teknologi Komputer ( J-ICOM) Jurnal Manajemen Informatika Jayakarta Jurnal Widya Tridharmadimas: Jurnal Pengabdian Kepada Masyarakat Jayakarta Jurnal Mandiri IT Journal of Social Research Jurnal Sains dan Teknologi Widyaloka (JSTekWid) International Journal of Informatics, Economics, Management and Science Jurnal Abdi Mandala Journal of Engineering, Technology and Computing (JETCom) Journal of Mathematics and Technology (MATECH) Jurnal Indonesia Sosial Teknologi Prosiding Temu Ilmiah Nasional Guru
Anton Zulkarnain Sianipar
STMIK Jayakarta
Aerospace Engineering Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Neuroscience Physics Social Sciences Transportation Other

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Journal : Journal of Information Systems and Informatics

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Optimizer Evaluation for Maize Leaf Disease Using Transfer Learning with MobileNetV3-Small Athallah, Dhea Fesa; Budiman, Thomas; Sianipar, Anton Zulkarnain
Journal of Information System and Informatics Vol 7 No 2 (2025): June
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v7i2.1144

Abstract

Manual identification of maize leaf disease presents significant challenges, including time- consuming processes, dependence on expert availability, and a high risk of misdiagnosis due to similar symptoms among different diseases. These limitations often lead to delays in disease management, unstable crop yields, and economic losses for farmers. This study aims to address these issues by evaluating the performance of different optimizers in classifying maize leaf disease using transfer learning with the MobileNetV3-Small architecture. A total of 2,850 images of maize leaf disease were used and divided into training, validation, and testing sets. Model evaluation involved systematically comparing the Adam, RMSprop, and SGD optimizers by training each configuration under identical conditions and assessing the resulting model performance. The results show that the RMSprop optimizer provides the best performance with 92.98% accuracy, 93.08% precision, 92.98% recall, and 92.98% F1-score. Based on the evaluation, selecting an appropriate optimizer is essential to improve accuracy and reliability of transfer learning models in maize leaf disease classification. These findings highlight the potential to advance smart agricultural systems by enabling more accurate disease detection, which can reduce crop failure risks and enhance disease management in maize production.
Co-Authors ., Ardiyanto Adrian Adrian Adrian, Adrian Agus Sulistyanto Agus Sulistyanto Agus Sulistyanto Agustin, Putri Ahmad Subhan Al Kautsar, Raveendra Alviyanto, Fendi Andhitiyara, Revan Andri Agustiana Anisa Rizkiana Ardyansyah Putra Pratama Arie Martin Parulian Napitupulu Aslah, Titi Asmoro, Dimas Prasetyo Tegar Asmoro, Dimas Prasetyo Tegar Athallah, Dhea Fesa Auvi Fadhilah Ayu Indah Lestari Balthasar Sebastian Lumbantobing Belly, Desidarius Eduardo Djee Budiman , Thomas Budiman, Thomas Cahyati, Nur Candra Saputra Dava Luthfi Alamsyah Dedek Lulus Kurniawan Defisa, Tomi Destriana, Ayu Gita Dinda Yadini Dwi Novia Satriana Dyta Malini Edi Witono FX. Kristianto Genda Prasetia H, Rizky Putra Perdana Hamidah Hamidah Hartawan, Rumadi Hendra Mafrian Herawati, Amanda Putri Immasari, Ito Riris Irianto, Denna Ito Riris Immasari Jaya, Hikmah Gusdin Putra Junaedi, Ifan Junaedi, Irfan Khairul Imam Kurniawan, Asep Rizal Linda Septiana, Linda Loveri, Tomi Lumbantobing, Balthasar Sebastian Madhumita, J. Ryan Mangadil, Christian Mariana, Rela Marpaung, Oktavia Maulana Mustopa Maulia Usnaini Muhammad Ilham Palaka Mulyanah Mulyanah Nai Dwi Rattikawati Narji, Mohammad Nazarudin, Muhammad Faizal Nelly Rosa Novianti, Idha Nuril Qomaryah Pahlevi, Dyo Rizqal Pambudi, Grandis Dias Pratama, Bimas Ihsan Pratama, Yoga Wanda Putri Setiani Rachmawaty Haroen Rachmawaty Haroen Ramdani, Hasan Revan Andhitiyara Rifki, Miftahudin Riris, Ito Riyanto Wujarso Riyanto Wujarso Rumadi Hartawan Samuel Horas Sarjana Saprudin Saprudin Saprudin Saprudin Saprudin Sefulloh, Mohamad Cholid Septian Cahyadi Sulistyanto, Agus Syamsul Rizal Tato, Karolina Thomas Budiman Tomi Defisa Tomi Loveri Varra Meylanie Dewi Verdi Yasin Verdi Yasin Verdi Yasin Verdi Yasin Wahyu Dwiki Darmawan Wangi Wahyuni Wibowo, Ari Purnomo Aji Wibowo, Kuncoro Widyawati Widyawati Wujarso, Riyanto Wulandari, Rani Ika Yanto, Sudi Ari Yasin, Verdi Yasin, Verdy Yusra Fernando Zulhalim, Zulhalim