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Budi Santoso
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Journal : Journal of Informatics, Electrical and Electronics Engineering

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Penerapan Model Transfer Learning Dalam Mendalami Penyakit Daun Jagung Menggunakan Arsitektur VGG19 Setiyo Adi Wibowo; Rudi Kurniawan; Budi Santoso
Journal of Informatics, Electrical and Electronics Engineering Vol. 5 No. 1 (2025): September 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/jieee.v5i1.2702

Abstract

The process of processing corn leaf disease data using the VGG 19 architecture based on deep learning is to analyze corn leaf diseases that result in low yields. In describing the values to be managed in this study, a digital image dataset of corn leaf diseases consisting of 5 classes with 3923 images per class was used. The objectives of this study are to enable easy prediction of corn leaf disease and to treat the disease. It also aims to enable pattern recognition of corn leaf disease based on digital images using the VGG19 architecture model. The results of corn leaf disease classification obtained from the VGG19-based model show excellent performance in identifying various plant health conditions. With an overall accuracy of 97.96%, this model successfully distinguishes between five disease classes, namely Common Rust, Grey Leaf Spot, Healthy, Northern Leaf Blight, and Northern Leaf Spot. This figure reflects the effectiveness of the model in recognizing the distinctive visual patterns of each disease, which is very important for effective crop management.
Co-Authors A.Haitami ABDUL RACHMAD BUDIONO Achmad Fauzi Febrianto Madjri Aden Sutisna Adhany, Putri Cheria Adhimas Putra Pradana Ady Rendra Bachtiar Agus Sulistyono Ahmad Izzuddin Ahmad Sobri Ahmad Syahputra Ahmad Yusof Alfariza Alif Anggara Ambo Tang Andini Andri Anto Andri Andri Anto Tri Susilo, Andri Anto Andriani, Desta Angga Marta Arisandy Anggita Tridiani Sirait Anisa Putri Anisa Rahmawati Anton Yusuf Arief Kurniawan Arif Ardiansyah Arif rachman Armanto Armanto Arvianto, Ronny Arya Brahmanta Asep Sirojudin Abas Aulia Pratama Bagus Rahmat Budiarto Bolla, Ibrahim Noch Bunga Intan Bunga Intan Cahyadi, H. Aditya Cane Lukisari Chairil Ezward, Chairil Cindi Wulandari Danang Danang Devi Fitriani Dewi Pratiwi Sumarni Dezan Novhansa Didik Artino Jamaludin Djumikasih Dyah Ayu Retno Wulan Dyah Ayu Retnowulan eddy hermanto Edi Susilo Eeng Ahman, Eeng Eko Budi Satoto Elfi Indrawanis, Elfi Elisa, Erlin Emy Khoironi Endah Tri Wulandari Endah Wahjuningsih Ery Agus Priyono Fadhila Dhuha Oktiana Fifi Siti Fauziah Yani Firman Gilang Yoego Santoso Gitalansa Martantina Widya Gusti Marlina Gustryanti, Kiki Hadi Nasbey Hanif Assabib Rosyid Hanif Nur Widhiyanti Hansen Kurniawan Hany Aryani Puspita Havida Widyastuti Heri Puspito Hery Supriyadi Hidayat, Monna Maharani Icha Artyas Annariswati Ilham, Mochamad Imam Supriyadi Imelisa, Rahmi Indah Pratiwi Indra Sumantiawan, Dody Iqbal Yusriansyah Ira Puspitadewi Samsuryaningrum Istiqomah Rosidah Joni Karman JPMP, admin Juhaeriah, Juju Jumadi Jumadi Kulsum, Dewi Umu Lilik Sriwiyati Lisa Rahmah Agustini Lukman Sunardi M. Afifulloh M. Nelvandi Setiawan Maudi Endah Lestari Meinar Nur Ashrin MeraldaRsoyy Moh. Halim Mudyawati Kamaruddin Muh Fadli Muhammad Cahaya Saputra Muhammad Dzaky Muhammad Nabil Al Faqih Muhammad Umam Mubarok Muhammad Zahran Gibran Muljadi Hartono Mulyati, Rini N, Sri Wulandari Namira Audita Ni Nyoman Putu Martini Notodiguno Nova Nadia Firdaus Novendy Yoyada Novi Lestari Nur Pudyastuti Pratiwi Nurcinta Leoni Nursalam Oktaviana, Ria Rindika Pajriah Putri Islamy Putri Danisa Rahayuningtyas, Dwi Besti rahmadiah, rifa Rahmi Sulistyarini Riyan Eko Rosandi Riyanto Setiawan Rizky Ni'ma Febriani Rudi Kurniawan Rudyana, Hikmat Safarina, Lina Sakina, Zafira Naja Satria Amiputra Amimakmur Satrio Ageng Rihardi Seprido Seprido, Seprido Setiyo Adi Wibowo Sherly Adelia Shindytya Hari Pratiwi Siti Lady Havivi Siti Nuraisyah Siti Rahayu Sugeng Santoso PN Suhariningsih Suharjiman, Suharjiman Suhendra SUNARTO Susanto Susanto Susiani Syamsul Arifin, M. Agus Syarif Dahlan Taufik Rahman Tri Nopsagiarti Trias Setyowati Upik Rahma Fitri Wahyu Sanjaya Gultom Wahyudi Wahyudi Wayan Darsana Widjiati WIDYASTUTI Widyastuti, Havida Widyawati Ika Putri Wisnusakti, Khrisna Wulandary, Dian Anisa Yana Setiawan Yenny Puspitasari Yessy Eka Ambarwati Zakiyyah, Amalina Maryam Zellius Ragiliawan Zita Sarungallo Zulfauzi -