Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Applied Agricultural Science and Technology

Deep Learning Approaches for Plant Disease Diagnosis Systems: A Review and Future Research Agendas Riyanto, Verry; Nurdiati, Sri; Marimin, Marimin; Syukur, Muhamad; Neyman, Shelvie Nidya
Journal of Applied Agricultural Science and Technology Vol. 9 No. 2 (2025): Journal of Applied Agricultural Science and Technology
Publisher : Green Engineering Society

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55043/jaast.v9i2.308

Abstract

To identify novel advancements in plant diseases detection and classification systems employing Machine Learning (ML), Deep Learning (DL), and Transfer Learning (TL), this research compiled 111 peer-reviewed papers published between 2019 and early 2023. The literature was sourced from databases such as Scopus and Web of Science using keywords related to deep learning and leaf disease. A structured analysis of various plant disease classification models is presented through tables and graphics. This paper systematically reviews the model approaches employed, datasets utilized, countries involved, and the validation and evaluation methods applied in plant disease identification. Each algorithm is annotated with suitable processing techniques, such as image segmentation and feature extraction, along with standard experimental metrics, including the total number of training/testing datasets utilized, the quantity of disease images considered, and the classifier type employed. The findings of this study serve as a valuable resource for researchers seeking to identify specific plant diseases through a literature-based approach. Additionally, the implementation of mobile-based applications using the DL approach is expected to enhance agricultural productivity.
Co-Authors Adang Samsudin S., Adang Samsudin Ade Rustiana Adi, Yustia Atsanatrilova Alfiano Johanes Frans Ali Djamhuri Alia Reza Audina Alin Budiani Rizky, Alin Budiani Ana Feronita, Ana Anggraini Sukmawati Ardiani Nafistanti, Ardiani Ardiansyah, Zulfadli Arief Wicaksono, Arief Artikanur, Salis Deris ASEP SAEFUDDIN Askuri, Rida Fatwa Aslam Mei Nur Widigdo Asrol, Muhammad Baidowi, Taufiq Bambang Haryanto Bayu Cunda Satria Bestari Dwi Handayani Bonifasia Yuniar Rifani Deby Sylvia Supardi Deria Adi Wijaya Dheananda, Azahra Aulia Dian Pratiwi Elisa Anggraeni, Elisa Ema Hastarini Eriyatno . Erliza Hambali Erliza Noor Ernan Rustiadi Ernawati Ernawati Etty Riani Farih Mansur, Farih Fitri Lutfi’ah, Amila Fitriyati, Novia Hadi Susilo Arifin Handaya Handaya Hardianto, Andi Hardjomodjojo, Hartrisari Haristu, Anggra Harnanik Harnanik, Harnanik Hengky Pramusinto Herry Purnomo Herry Susanto Idqan Fahmi Inaiya, Agstalia Reska Indah Tri Lestari, Indah Tri Indrawan, Dikky Irfan Syauqi Beik Ismiyati Ismiyati Junita Sesarianti, Junita Kholifatul Kurnia Rohmah, Kholifatul Kurnia Krisdiana Krisdiana, Krisdiana Lukman Khairudin, Lukman Luky Adrianto M. Syamsul Maarif Machfud Machfud Mahendra Wijaya Marlina Marlina Mevita, Dunya Fara Moh. Yani Muh. Yusram Massijaya Muhamad Syukur Muhammad Alkaff Muhammad Luqman Taufiq N S Indrasti Nanang Wijayanto Nanda Rahadiansyah, Muhammad Nanik Suryani Nasta Kinarya, Caroline Gema Nina Oktarina Nina Sevani Novi Anggraeni Rukmana, Novi Anggraeni Novi Wulandari Nugraheni, Nadiya Kusuma Nurlatifah, Hanny Oktavia, Erlinda Oktavia, Erlinda P. Eko Prasetyo Persada,, Citra Priyono, Franciscus Edi Pujihartati, Sri Hilmi Raden Dikky Indrawan Retno Astuti Retno Tanding Suryandari Rika Ampuh Hadiguna Rini Prasetyani, Rini Rodiah Nurbaya Sari, Rodiah Nurbaya Roedhy Poerwanto Roudlotun Najihah, Roudlotun Ruchyat Deni Djakapermana Rudi Irianto, Rudi Safriyana, Safriyana Santun R.P. Sitorus SATRIYAS ILYAS Setiadi Djohar Setyawan, Lazarus Tri Shaula Keumala Shelvie Nidya Neyman Sholikah, Mar'atus Siti Wardah, Siti Slamet, Alim Setiawan Sofiyessi, Ermia Sri Martini Sri Nurdiati Sudarsana Sudarsana Sugiarto S Suharjito Suharjito, Suharjito Suhermini Suhermini, Suhermini Sukardi Sukardi Sukoraharjo, Sri Suryo Sularto, RB Sularto, RB. Sutrisno, Sutrisno Suwarsinah, Heny Taryono, Taryono Tias, Fera Cahyaning Triana Rahmawati Trisilawaty, Cory Uju Uju Umi Marfuah Verry Riyanto Wibowo, Raden Bagus Tri Joko Widiatmaka Wijaya, Deria Adi Wiwik Sudarwati Yandra Arkeman Yehezkiel Betsy Aldion Yudi Setiawan Yuli Yanti Yurianto Yurianto Yusianto Rindra Zulkifli, Sunarto