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Journal : Jurnal Pilar Nusa Mandiri

OPTIMIZATION OF POTATO LEAF DISEASE IDENTIFICATION WITH TRANSFER LEARNING APPROACH USING MOBILENETV1 ARCHITECTURE Brawijaya, Herlambang; Rahmawati, Eva; Haryanto, Toto
Jurnal Pilar Nusa Mandiri Vol. 20 No. 1 (2024): Pilar Nusa Mandiri : Journal of Computing and Information System Publishing Pe
Publisher : LPPM Universitas Nusa Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/pilar.v20i1.4718

Abstract

Diseases affecting potato leaves frequently lead to significant setbacks for farmers, reducing the overall harvest and the quality of the potatoes. Given the critical need for prompt disease detection, this research introduces the use of the MobileNet framework grounded in the Convolutional Neural Network (CNN) for adept detection of potato leaf ailments. During the research, potato leaf images undergo processing, and their distinct features are gleaned using CNN. Then, harnessing the MobileNet framework, these images undergo classification to ascertain the existence of diseases. The aspiration is that the formulated model can pinpoint diseases with notable precision, rapid feedback, and enhanced computational adeptness. Initial findings underscore the potential of this methodology in discerning potato leaf diseases, providing renewed optimism for farmers grappling with plant health issues. Experiments using the Transfer Learning approach showed good performance in classification and displayed a high accuracy rate of 99.2%.
Co-Authors . Rachmat achmad khairul Achmad Sumbaryadi, Achmad Ade Christian Ahmad Al Kaafi Ahmad Ishaq Akhiriyah, Suvi Akhmad Kasan Gupron, Akhmad Kasan Al Firdaus, M. Wildan Maulana Andi Agus Purnomo Andi Sanjaya Angger Wibowo Anton AYUNITA LELIANA Aziz Setyawan Hidayat, Aziz Setyawan Cahyo Pambudi Des Mulyati Desianty, Annisa Diana Dewi Sartika, Diana Dewi Doni Andriansyah Dwie Arifianto Ehon Abdulmanan Eka Kurniatun Hazanah Elly Mufida Elly Mufida, Elly Fachmi, Muhammad Fadillah Faizal Aziz Hidayatulloh Fathurrahman Dwi Ramtomo Fitria Fitria Habibah, Ridha Haikal Aserih Hani Harafani Hani Harafani, Hani Herlambang Brawijaya Hesti Nugraheni Hylenarti Hertiana Hylenarti Hertyana ira zulvia Irsyad Rafi Arsalan Irwansah Lubis Karo Karo, Alhazri khairul, achmad Lomotu , Syahrozi Maulana Farid Yunus Jahidin Mirianto, Agus Dina Mufida , Elly Muhammad, Alya Aulia Nur Muhopilah, Pipih Mulyati, Des Mulyawan, Yafiet Mustofa Mustofa Mustofa Mustofa Nafira Octaviani Amri Nanang Nuryadi Nandang Iriadi Nataza, Syali Oktavia Nugroho, Himmawan Adi Onivehu, Adams Ogirima Pambudi, Cahyo Pas Mahyu Akhirianto Pratama, Raka Putra Rahman, Taufikur Rahmawati, Eva Rahmawati Raka Putra Pratama Resmayanti, Mima Retno Wulan Dari Ria Ria Rohi, Saifurahman Romanda Annas Amrullah Sari, Tri Retna Sidik - Sidiq Sidiq Sidiq, Sidiq Sudirlan, Imelda Fransisca Sugeng Riyanto Syarif Hidayatulloh Toto Haryanto Tri Retnasari Waspodo, Waspodo Wibowo, Amiruddin Hadi Widjatmoko, Eko Nugroho Wiwiet Eva Savitri Yafiet Mulyawan Yudha Kamal Fauzan Yunita maudy Zainul Aminin