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Journal : Jurnal Teknik Informatika (JUTIF)

Fine-Tuned Transfer Learning with InceptionV3 for Automated Detection of Grapevine Leaf Diseases Sholihin, Miftahus; Zamroni, Moh. Rosidi; Anifah, Lilik; Fudzee, Mohd Farhan Md; Ismail, Mohd Norasri
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.4717

Abstract

Grape leaf diseases pose a major threat to vineyard productivity, making early and accurate detection essential for modern grape plantation management. Despite advancements in computer vision, challenges remain in differentiating diseases with visually similar symptoms. This study addresses that gap by developing a grape leaf disease classification system using a fine-tuned deep learning model based on the InceptionV3 architecture. Three training scenarios were conducted with fixed parameters batch size of 32 and learning rate of 0.001while varying the number of epochs (25, 50, and 75). Results showed a consistent improvement in classification accuracy with increased training epochs, reaching 98.64%, 98.78%, and 99.09% respectively. Confusion matrix analysis revealed that most misclassifications occurred between visually similar diseases such as Black Rot and ESCA, but error rates declined as the number of epochs increased. Rather than merely applying transfer learning, this research highlights the impact of systematic tuning specifically epoch count optimization in enhancing model accuracy for difficult to distinguish disease classes. These findings underscore the urgency of developing high performance, automated disease detection tools to support precision agriculture and sustainable crop health monitoring.
Co-Authors A. Nur Afika Achilles Jaka Dewayana Adikara Achmad Akmal Fikri Achmad Imam Agung Adib Hafizh Pujabaladika ADITIA KURNIAWAN Agfianto, Tomi Agung Prijo Budijono Agus Budi Santosa Agustin T, Rr Hapsari Peni Akhmad Fahrur Rozi Ali Hasbi Ramadani Alpiana, Intan Alyafi, Mochammad Adam Amelia Salsabila Andri Arfianto Ansori, Zainal Mujib ARDHIKA RYZHA NURMAWAN Arif Setiawan Arif Widodo Asto, I Gusti Putu Aye Aye Mon Ayu Dini Ardianti Bambang Suprianto . bin MD. Fudzee, Mohd Farhan Buditjahjanto, I Gusto Putu Asto Buitjahjanto, I Gusti Putu Asto Choiria, Rini DELTA ARYA HERDYANTO Deviana, Ria Dewangkara, Putra Priangga Dita Larasati, Dita Dwikoranto Edy Sulistiyo Edy Sulistiyo Eka Andila Putri.K.K Ekohariadi Ekohariadi Ekohariadi Ekohariadi Endryansyah . . Endryansyah . . Endryansyah Endryansyah Farhana, Farhana Farid Baskoro Farid Baskoro Faris Dawwas Farisi, Isfandiar Naufal Firdaus Prasetyawan Firlani, Tony Fitri, Dyah Pranesti Shafira Fitriyah, Nur Aida Fransisca, Yulia Fudzee, Mohd Farhan Md Goenawan, Christian Ardi Candra Haafizhah, Faldy Naufal Hainur Rasid Achmadi Hapsari Peni Hapsari Peni Agustin Tjhayaningtijas Harmanto Harmanto Haryanto Haryanto Heru Arizal Hibatullah, Muhammad Hanif Hisyam Muhammad Fuad AL Azka I G P Asto B I Gusti Putu Asto I Gusti Putu Asto B I Gusti Putu Asto B I Gusti Putu Asto B. I Gusti Putu Asto Buditjahjanto I Ketut Eddy Purnama IHSAN NURKHAKIM Ihtifazhuddan, Razan Intan Alpiana Irfansyah, Juki Ismail, Mohd Norasri Ismet Basuki Ismet Basuki Izza, Nida Nurul Jahjanto, I Gusti Putu Asto Khrisna Budi Prasetyo Kurnia Dwi Ariyanti Lestari, Ika Rokhasari Lestari, Yeni Kusuma Lestari, Yoni Dwi Lugita Sari, Prisillia Lusia Rakhmawati Lusia Rakhmawati Lutfiyah Hidayati Lutfiyah Nurlaela Luthfiyah Nurlaela M. Rosidi Zamroni Mahani, Sollia MARIA BINTANG Maspiyah Maspiyah Maulana Rizki Aditama Mauridhi Heri Purnomo Mauridhi Hery Purnomo Meini Sondang Sumbawati Mifta Dwi Rachmawati Miftahus Sholihin Moch Hariadi Muchlas Samani Muhamad Syariffuddien Zuhrie Muhamad Syariffuddien Zuhrie Muhammad Anas Noval Muhammad Syariffuddien Zuhrie Muhammad Syariffuddien Zuhrie Muhammad Syariffuddien Zuhrie, Muhammad Syariffuddien Mulifah, Mulifah Munoto Munoto Munoto Munoto Munoto Munoto Ningrum, Sulis Desiana Nugroho, Dwi Novianto Nugroho, Yuli Sutoto Nur Hasanah Nur Kholis Nur Kholis Nur Kholis Nurdiansyah, Aristyawan Nurhayati Nurhayati Nurhayati Nurhayati Nurlaela, Lutfiyah Nurul Rahma Fikha Sujarwo Parama Diptya Widayaka Pradypta, Afrianzah Prasetyawan, Firdaus Prasetyo, Khrisna Budi Prasetyoaji, Mukhamad Rio Eka Pratama, Dimas Surya Priyono Priyono Puput Wanarti Rusimamto Puput Wanarti Rusimamto PUTRA NURDIANSYAH, ARISTYAWAN Rachmawati, Mifta Dwi Rahayu, Imami Arum Tri Ratna Suhartini Revi Safitri Rifqi Firmansyah Rifqi Firmansyah, Rifqi Rina Harimurti Rizki Rizaldy, Moch. Fahmy Rochman, Miftahur Rohman, Miftahur RR. Ella Evrita Hestiandari Rudyana, Anisa Wahyu Saadah, Ayu Ummatus Sari Cahyaningtias Sari Cahyaningtias Sari, Handini Novita Setyawarhana, Burhanuddin Yusuf Setyowati, Lis Setyowati, Wiwit Wahyu Shihab Saifullah, Muhamad Alwi Soeryanto Soeryanto SRI PURWANDANI Subekti, Muhammad Yayang Subuh Isnur Haryudo SULISTIYO, EDY Supartini, Titin Suprianto Suprianto Susiani, Irna Syarifah, Nur Afni Tjahjaningtijas, Raden Roro Hapsari Peni Agustin Tjahjanto, I Gusti Putu Asto Budi Tri Rijanto Tri Rijanto Tyas Arumningsih Umaroh, Susi Tri Unit Three Kartini Ushofa, Baroroh Dhiya' Utomo, Bekti WANARTI RUSIMAMTO, PUPUT Wanarti, Puput WARJU Wiwik Handayani Wiwit Wahyu Setyowati WRAHATNOLO, TRI Yuli Sutoto Nugroho Yuli Sutoto Nugroho Yuli Sutoto Nugroho Zaki, Ibrahim Yusuf Zuhrie, M. Syariffuddien Zuhrie, Muhamad Syariffuddien Zulfannur Zulfannur Zulfannur, Zulfannur