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Journal : scientific journal of informatics

PERBANDINGAN METODE TRANSFER LEARNING DALAM KLASIFIKASI PENYAKIT DAUN PADI Aldi Daffa Arisyi; Muhammad Aidil Saputra; Muhammad Rafif Hanif; Anindita Septiarini; Akhmad Irsyad
Jurnal Ilmiah Informatika Vol. 11 No. 1 (2026): Jurnal Ilmiah Informatika
Publisher : Department of Science and Technology Ibrahimy University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35316/.v11i1.9611

Abstract

This study compares four transfer learning-based CNN models, namely VGG19, ResNet152, MobileNetV2, and DenseNet121, for the classification of 10 classes of rice leaf diseases. Evaluation results on the test dataset show that ResNet152 achieves the best performance with an accuracy of 0.9553, precision of 0.9589, recall of 0.9553, and F1-score of 0.9558, followed by DenseNet121 (accuracy 0.9433), MobileNetV2 (0.9353), and VGG19 (0.9247). ResNet152 excels in recognizing complex features through its skip connection mechanism, while DenseNet121 is more efficient with the lowest validation loss. MobileNetV2 is the lightest and fastest model, making it suitable for resource-limited devices. Based on the confusion matrix analysis, all models are able to classify the neck blast class perfectly; however, misclassifications still occur among visually similar classes such as brown spot, narrow brown spot, and leaf blast. Overall, transfer learning is proven effective for rice leaf disease classification, with ResNet152 and DenseNet121 being the most recommended models.
Co-Authors -, Irvan Apdila Afdinal Arif Agnestia Ahmad Choirun Najib Aini, Dinda Nur Al Hidayat, Muhammad Restu Al'Aqsa, Muhammad Ramadhan Aldi Daffa Arisyi Alisya Nisrina Sativa Alivia Amin, Dhestyara Alviana, Kurnia Alya Rizqi Ramadhani Amal, Fakhmul Amalia Kartika Sari Amin Padmo Azam Masa Amin Padmo Azam Masa Amin Padmo Azam, Masa Anam, M Khairul Angela, Jeroline Betsy Angelia Cristin Anindita Septiarini, Anindita Apdila, Irvan Aprilia, Trisna Arba, Muhammad Hendra Ari Fullah Ari Pradhana, Alvin Ariantika Putri Maharani Aristy Avrianti Astuti, Eka Desi Puji Avinka Rizky Balan, Nicola Fernando Bernikusti Mentik, Sulpisius Biko Harianto Cellia Auizia Nugraha Dengen, Helen Amalia Dera Kayla Khairani Dinda Nur Aini Dinnuhoni Trahutomo Enjellita, Rissa Fariz Aisyar Dafin, Ahmad Fathir Januarta Fathul, Maulidhan Firdaus, Muhammad Bambang Firzian Caesar Ananta Geralda, Raihan Daiva Ghiffari Assamar Qandi Gilang Firmansyah Ginting, Stephanie Elfriede Gubtha Mahendra Putra Handoko, Heldi Harianto, Biko Hario Jati Setiady Hario, Jati Setiyadi Harsyal Kila, Hiskya Ibrahim, Muhammad Rivani Ikram, Adli Dzil Imelda Putri Irvan Apdila Islamiyah Islamiyah Islamiyah Islamiyah Islamiyah Islamiyah Islamiyah, Islamiyah Isnawaty Isnawaty Juventia Adelia Putri Kamila, Vina Zahrotun Karinda, Siti Solikah Yosi Listiana Dewi Milasari Lumbantobing, Lisweni M. Ari Prayogo Masa, Amin Padmo Azam Medi Taruk Mentik, Sulpisius Bernikusti Mohammad Ibnu, Praditya Muhamad Ali Muhammad Abdillah Rahmat Muhammad Aidil Saputra Muhammad Bambang Firdaus Muhammad Bambang Firdaus Muhammad Dwi Refansyah Muhammad Fawaz Saputra Muhammad Fawaz Saputra Muhammad Fawaz, Saputra Muhammad Fa’iz Muhammad Hisyam Nugroho Muhammad Ibadurrahman Arrasyid Supriyanto Muhammad Ibadurrahman Arrasyid, Supriyanto Muhammad Indra Buana Muhammad Irvan, Al-Wari Muhammad Labib Jundillah Muhammad Luqman Muhammad Nashrul Fakhri Muhammad Rafif Hanif Muhammad Rivani Muhammad Rivani Ibrahim Muhammad Rizky Setiawan Muhammad Rofiif Taqiyyuddin Nabiil Muhammad Yusril Arjulio Prayitno Muhammad Zulfariansyah Muhammad, Zulfariansyah Najla Nayla Putri Najwa Caesa Putri Ramadhania Suharizman Poerwo Namira Risjayanti Nataniel Dengen Nazwa Tri Ananda Nazwa Tri Ananda Nifansa, Albygael Rifal Nur Aini Rakhmawati Nur Avivah Nur Shafa Azizah Nuritha, Ifrina Nurul Indriani Nurwahyu, Ferryza O’neal Efrata Madao Pardosi, Josia Pardosi, Josia Giribosar Praditya, Mohammad Ibnu Prafanto, Anton Prasetyo, Afrila Zahra Putra, Gubtha Mahendra Putut Pamilih Widagdo Putut Pamilih Widagdo Putut Pamilih Widagdo, Putut Pamilih Rapiq, Rayhan Abdilah Refansyah, Muhammad Dwi Rinto Rinto Riskan Qadar Riswanti, Nita Riyandi, Selamat Rizal Adi Saputra Rizawanti, Riftika Rosmasari Rosmasari, Rosmasari Ruswantomo, Ruswantomo Sandrina Aulia Sandrina Aulia Saputra, Muhammad Fawaz Saragi, Bertha Joy Rodo Sari, Amalia Kartika Septya Maharani, Septya Septya, Maharani Setyadi, Hario Jati Sholawati, Anisa Sidabutar, Erni Veronica Sogen, Valentina Febrizah Peni Stephanie Elfriede Ginting Surachkaryadi, Angelina Syaputra, Karlen Tarigan, Phascalis Chevin Tejawati, Andi Tobing, Christina Febriyanti Uswatun Khasanah Vashih Al Farizi Farizi Vina Zahrotun Kamila Vina Zahrotun Kamila Waksito, Alan Zulfikar Wardhana, Reza Widians, Joan Angelina Zamani, Harrys Qomarul