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All Journal HAYATI Journal of Biosciences Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy) Buletin Agrohorti Jurnal Ilmu Pertanian Indonesia Jurnal Fitopatologi Indonesia Jurnal Hortikultura Indonesia (JHI) Jurnal Manajemen dan Agribisnis Vegetalika Zuriat Jurnal Floratek Jurnal Keteknikan Pertanian Jurnal Agro Teknologi Tropika Jurnal Hortikultura Jurnal AgroBiogen Jurnal Penelitian Tanaman Industri Buletin Plasma Nutfah E-Journal Widya Kesehatan dan Lingkungan AGRIVITA, Journal of Agricultural Science SC (Savana Cendana) : Jurnal Pertanian Konservasi Lahan Kering Jurnal Penelitian Pertanian Terapan Jurnal AGROSAINS dan TEKNOLOGI Caraka Tani: Journal of Sustainable Agriculture Jurnal Penelitian Pertanian Tanaman Pangan Jurnal Biologi Tropis Jurnal Pertanian Agros Indonesian Food Science and TechnologyJournal Jurnal Penelitian Kelapa Sawit Jurnal Riset Akuakultur Journal of Tropical Crop Science Islamic Management: Jurnal Manajemen Pendidikan Islam Molekul: Jurnal Ilmiah Kimia Jurnal Agronomi Tanaman Tropika (JUATIKA) Agrotechnology Research Journal Jurnal Agroplasma Akta Agrosia Rayah Al Islam : Jurnal Ilmu Islam Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang Jurnal Penelitian Tanaman Industri (Littri) PAKAR Pendidikan Jurnal Agrotropika Agroteksos Journal of Applied Agricultural Science and Technology PERTANIAN TROPIK Jurnal Pendidikan Islam Jurnal Kesehatan Komunitas Indonesia Agrotech Journal
Muhamad Syukur
Departemen Agronomi Dan Hortikultura, Fakultas Pertanian, Institut Pertanian Bogor (Bogor Agricultural University), Jl. Meranti, Kampus IPB Dramaga, Bogor 16680, Indonesia
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : Journal of Applied Agricultural Science and Technology

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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 , Deviona, , , Misnen , Widodo , Yudiwanti , Yustiana ,, Rosminah ,, Sopiana ,, Usman . Kusmanto . Rustam . Sobir . UNDANG . Widodo Abdul Hakim Abdul Hakim Abdul Rahman Fajar Sidiq Abdulah Bin Arif Abdullah B. Arif Abdullah Bin Arif Abdullah bin Arif Abdullah Bin Arif Adriwan Siregar, Heri Ady Daryanto Agustina, Ferra Anggita Ahmad Fahrori Al Hasani Akbar Hidayatullah Zaini Akbar Hidayatullah Zaini Ali Djamhuri Amaliah, Wenny Anas Dinurrohman Susila Andi Takdir Makkulawu Andri Kusmayadi Anung Wahyudi Aprilianti, Devi Kurnia Arief Riza Wijaya, Arief Riza Arif Imam Suroso Arum Sholikhah Arya Yuda Pangestu Asep Setiawan Asril Siregar Awang Maharijaya Azahra, Salsabila Azis Rifianto Azmi, Tubagus Kiki Kawakibi Azmi, Yudia Bagas Akmala Putra Bambang S. Purwoko Bambang Sapta Purwoko Bintang, dan Maria Carolina Evelyn Chesaria, Nanda Constantin, Mondjeli Cucu Gunarsih Darmawan Asta Kusumah Dasumiati Desta Wirnas Dewa Ngurah Suprapta Dewi Sukma Diah Setiowati, Retno Dian Rakhmad Didik Ariyanto Didy Sopandie Dimas Purwo Anggoro Dinar Tri Soelistyowati Diny Dinarti Djayadiningrat, Muhamad Hyar Dwi Guntoro Eka Martha Della Rahayu Elza Zuhry Endah Retno Palupi Endang Gati Lestari Endang Gati Lestari ENDANG GATI LESTARI ENDANG GATI LESTARI ENDANG GATI LESTARI Eny Widajati Erin Puspitarini Evriani Mareza, Evriani Fajar Sidiq, Abdul Rahman Faqih Udin Ghaling Achmad Giyanto Giyanto Giyanto, dan Gustiningsih, Dini HADIPOENTYANTI, ENDANG Hapshoh, Siti Hartati, RR. Sri Helfi Eka Saputra Herry Suhardiyanto Hesti Paramita Sari Hesti Paramita Sari Hidayat, dan Purnama Higuchi, Hirokazu HUSNI, ALI Ilham Dzikrillah Indra Gunawan Irma Isnafia Arief Irman Hermadi Irvansyah Irvansyah Iskandar Lubis Isna Tustiyani Iswari S. Dewi Iswari Saraswati Dewi Iswari Saraswati Dewi JAJAH KOSWARA Jatsiyah, Venti Joko Ridho Witono Juharni Karlin Agustina Ketty Suketi Khaerin Nida Khairunnisa Lubis Kisman Kisman Kondo, Tomohiro KRISTIANTO NUGROHO, KRISTIANTO Kusmanto, . Laksono Trisnantoro Lestari, Puji Lia Marliyanti Lia Marliyanti Linda Oktaviana Lisa Sentani Lubis, Khairunnisa Luky Adrianto Luluk Prihastuti Ekowahyuni M A Chozin MADE ASTAWAN Maharijaya, dan Awang MARIA BINTANG Marimin Marimin Marlina Mustafa, Marlina Maya Lestari, Maya Maya Melati Mercy Julinda Zebua Meuthia Rachmaniah Mohamad Rahmad Suhartanto Mu'arif, Mu'arif Muhamad Achmad Chozin Muhammad Hidayat Ginanjar, Muhammad Hidayat Muhammad Ridha Alfarabi Istiqlal Muhammad Ridha Alfarabi Istiqlal Muhammad Ridha Alfarabi Istiqlal Muhammad Rifqi Setio Aji Muhammad Syafi’i Muhammad Zairin Jr. Munarti Muthi'ah Khairun Nisa Muthi’ah Khairun Nisa Nabilah, Noorfakhriyah Ahsanti Nadila, Dea Nadiyah Mawaddah Ayuningtyas Nanda Chesaria Nangi, Moh. Guntur Nasution, Amal Ma’rup Nazirwan Nazirwan Neng Neni Neni, Neng Ninuk Purnaningsih Nugroho, Kristianto Nugroho, Rizki Anjal Puji Nugroho, Syarul Nur Wulandari Nura ,, Nura Nurbani, Hilmi Nurul Khumaida Odang Carman Okti Syah Isyani Permatasari Peni Lestari Permatasari, Okti Syah Isyani Perwira, Prajna Jaya Prayudani, Ayu Putri Gitanjali PUJI LESTARI Punjung Medaraji Suwarno PURNAMA HIDAYAT Putra, Bagas Akmala Putri, Astrid Aditya Putri, Faradila Danasworo Qadir, Abdul R Neny Iriany RAGAPADMI PURNAMANINGSIH Rahman Rahman Rahmawati, Rika Sri Rahmi Henda Yani Rahmi Yunianti RAHMI YUNIANTI RAHMI YUNIANTI Raisa Baharuddin Ratna Ningsih rawati ,, rawati Redy Gaswanto, Redy Reswari, Helvi Ardana Ria Ismiatun Ria Putri Ridwani, Sobir Riti, Estriana Ritonga, Arya W Ritonga, Arya Widura Ritonga, Arya Widura Rohim Firdaus ROHIM FIRDAUS ROHIM FIRDAUS Rokhana Faizah Rokhana Faizah Rosa Yunita Rosa Yunita Rosminah, Rosminah ROSSA YUNITA RR. Ella Evrita Hestiandari Rtionga, Arya Widura Rudy Hermanto Sadewi Maharani, Sadewi Sahid, Zulfikar Damaralam Sandra Arifin Aziz Sari Arie Lestari Sari Dewi, Okky Tiara Sautomo, Mohammad Wahyu Sayekti, Tri Wahono Dyah Ayu Sentani, Lisa Shandra Amarilis Shelvie Nidya Neyman Siahaan, Gretty Febriola Sianturi, Clarissa Yolanda Sintho Wahyuning Ardie Siti Marwiyah Siti Marwiyah Sobir Sobir Sobir Sobir Sobir Sobir, dan SRI HENDRASTUTI HIDAYAT Sri Nurdiati Sri Sujiprihati Sri Wahyuni Sri Wening Sri Wening, Sri Wening Sriani Sujiprihati Sriani Sujiprihati Sriani Sujiprihati Sriani Sujiprihati SRIANI SUJIPRIHATI SRIANI SUJIPRIHATI Sriani Sujiprihati Subandi Subandi Subekti, Isnani Suhaeb, Firdaus W. Suhartini, dan Tintin Suhesti, Sri Sukma, Dewi Sulassih, . Sundari, Fitria Suci Suprayanti Martia Dewi, Suprayanti Martia Surjono Hadi Sutjahjo Suwarto Suwarto Suwarto Syafi’i, Muhammad Syaidatul Rosidah Syaidatul Rosidah Syarifah Iis Aisyah Tatiek Kartika Suharsi Tatiek Kartika Suharsi Tefa, Anna Tengku Laila Kamaliah Theresia Dame Angel Lie Manurung Trias Sitaresmi Trikoesoemaningtyas Undang Undang Undang, Undang Verry Riyanto Vicente, Tobias Moniz Vitria Puspitasari Rahadi Wahid Rifan Gustoro Wahyu Widiyono Waras Nurcholis WATTIMENA, G. A. Wenny Amaliah Widodo , Widodo . Widodo Widodo Widodo Widodo Widodo, dan Willy Bayuardi Suwarno Winda Saskia Sijabat Winning Son Ashari Wulan Rahmawati Yesy Mardianawati Yohanes Hendrianto Yudilastari, Tiara Yudiwanti Wahyu E. Kusumo Yuli Rahmadi, Hernawan Yunandra Yundari, Yundari Yursida Yusnita Sari, Yusnita Yusuf Sumaryana Zebua, Mercy Julinda