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All Journal Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Jurnal Simantec Jurnal Teknologi Informasi dan Ilmu Komputer AT TA´DIB Prosiding Semnastek Journal of Animation & Games Studies Fountain of Informatics Journal Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JTT (Jurnal Teknologi Terpadu) SemanTIK : Teknik Informasi Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control ELSE (Elementary School Education Journal) : Jurnal Pendidikan dan Pembelajaran Sekolah Dasar J I M P - Jurnal Informatika Merdeka Pasuruan at-tamkin: Jurnal Pengabdian kepada Masyarakat JUSIM (Jurnal Sistem Informasi Musirawas) METIK JURNAL IJITEE (International Journal of Information Technology and Electrical Engineering) BERNAS: Jurnal Pengabdian Kepada Masyarakat Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Tika Jurnal Abdimas ADPI Sosial Dan Humaniora Teknik: Jurnal Ilmu Teknik dan Informatika Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Jurnal Ilmiah IT CIDA : Diseminasi Teknologi Informasi Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) PELS (Procedia of Engineering and Life Science) Prosiding Seminar Nasional Hasil-hasil Penelitian dan Pengabdian Pada Masyarakat JOINCS (Journal of Informatics, Network, and Computer Science) Biner : Jurnal Ilmiah Informatika dan Komputer Prosiding Seminar Nasional Rekayasa dan Teknologi (TAU SNAR- TEK) Jurnal Informatika Polinema (JIP) Prosiding Seminar Nasional Unimus Journal of Information System and Application Development Hipotenusa: Journal of Mathematical Society Geosfera Indonesia
Dihin Muriyatmoko
Universitas Darussalam Gontor
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Journal : Journal of Information System and Application Development

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Image classification of leaf disease in corn plants (Zea Mays L.) using the MobileNetV2 method Achmad, Dellyan; Putra, Oddy Virgantara; Muriyatmoko, Dihin
Journal of Information System and Application Development Vol. 2 No. 2 (2024): September 2024
Publisher : Universitas Merdeka Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26905/jisad.v2i2.14004

Abstract

One of the main problems leading to low yields and possible crop failure in maize, a crop of great importance to human civilization, is that plant diseases are discovered and treated too late, leading to more severe diseases and even crop failure. Using photos taken from the Kaggle platform and some field shots, this research seeks to develop a classification system that can identify different types of diseases present on maize leaves. The disease types identified include Common Rust, Gray Leaf Spot, and Bacterial Leaf Blight. MobileNetV2 uses a Convolutional Neural Network (CNN) design to handle resource-intensive processes. To produce a lightweight model, this CNN uses separate corner shifts. The dataset for this study was taken from field shooting and the Kaggle platform. The study found that the MobileNetV2 model clarified objects very well with 93.01% accuracy. This discovery will help farmers find diseases on corn leaves (Zea Mays L.).
Co-Authors Abdul Rohman Abdul Wahid Abdullah Hikmatyar Priandika Achmad Farouq Abdullah Achmad, Dellyan Adi Darmanto Ahmad Kali Akbar Anggi Fauzan Ario Ramadhan Arrahmantoro, Muhamad Nuradi Asad Humam Azis Musthafa Aziz Musthafa Badrus Sholeh Badrus Sholeh Dzikrina Safir, Sheila Dzulfikar As'ad, Ahmad Fa'iq Ebenezer Bonyah Edi Satriyanto Eko Prasetio Widhi Eru Puspita Fairoza Arafah, Rosa Faisal Aditiya Faisal Reza Pradhana Fariha 'Ulya Rahma Fathimah Fathimah Fauzan, Ady Febri Wulan Sari Feldi Hekmatyar Fikky Aprico Fulki Rusyda Harris Abdillah Faqih Havidz Muhammad Iqbal Hisnu Al Mujahidin Indah Putri Arosi Jumhurul Umami Jumhurul Umami Kamal Sholihin, Surya Kurniawan, Widya Lalu Ganda Rady Putra Lingga Sempana Hidayat Lukman Effendi Maulana Kemal Ardiansyah Mochammad Iqbal Pristiyo Mohammad Rozi Syifa’uddin Mubarok, M. Shulton Muhammad Alwi Muhammad Ridwan Muhammad Rijal Yahya Muhammad Siddiq, Muhammad Muhammad Sirajuddin Mumtaz Dzaky Muhammad Syakir Arif Muhammad Zarkasih, Muhammad Mukhlas Munif Ahsani Musthafa, Aziz , Musthofa, Aziz Musyafa’, Zaenury Adhiim Nabiila Fatimatuz Zahra Niken Sylvia Puspitasari Nur Aini Shofiya Asy'ari Oddy Virgantara Putra Phuspa, Sisca Mayang Pradana, Kelvin R Muh Yusril Harmawan Ratih Andhika Akbar Rahma Rochmad Rochmad Sempana Hidayat, Lingga Shoffin Nahwa Utama Siti Suprihatiningsih Taufiq Sukma Aji Fitrian Taufiqurrahman Taufiqurrahman Taufiqurrahman Taufiqurrahman Triana Harmini Wijaya, Muqoddam Husni Zaenury Adhiim Musyafa‟