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Journal : journal of informatics and telecommunication engineering

Android-based Detection of Melon Leaf Diseases Using Convolutional Neural Network and TensorFlow Syahputri, Rahmalia; Winarto; Trisnawati, Sherli; Taufik
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol. 9 No. 1 (2025): Issues July 2025
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v9i1.14542

Abstract

Melon productivity in Indonesia has experienced a significant decline due to leaf diseases, while manual detection performed by farmers remains subjective, time-consuming, and highly dependent on individual experience. To address this issue, this study aims to develop a mobile-based melon leaf disease detection system utilizing a Convolutional Neural Network (CNN) architecture integrated into the Tani Cerdas Android application via the TensorFlow framework. The dataset consists of 250 images of melon leaves categorized into five classes: healthy, aphids, fusarium wilt, leaf caterpillars, and unknown. Data were collected from two different melon farms employing distinct cultivation methods and processed through the machine learning life cycle, including data cleaning, manual labeling using one-hot encoding, splitting into 80% training and 20% validation sets, model training, and performance evaluation. The CNN model was trained for 11 epochs using ReLU and Softmax activation functions and a dropout rate of 0.2 to reduce the risk of overfitting. Training results achieved an accuracy of 91.5% with a loss value of 0.313, while model validation reached 71.9% accuracy. The ROC-AUC evaluation indicated excellent classification performance in most classes (AUC 0.99–1.00), although performance in the fusarium wilt class remained lower (AUC 0.87). Deployment of the model into the Tani Cerdas application achieved an average field accuracy of 86.33%. This study demonstrates the effectiveness of CNN and TensorFlow integration in supporting rapid and independent detection of melon leaf diseases via mobile devices, offering potential for the development of similar systems for other horticultural commodities.
Co-Authors Abdul Hafith Abdul Hakim Abdul Wahab Achmad Haqqul Yaqin Adam Afdhal Afrinaldi, Feri Afrizal Agus Halid, Agus Ahmad Fauzan Ahmad Gianto Ahmad Nafisi Ahmad Syukri Aji, Galih Purnomo Alexie Herryandie Bronto Adi Alexie Herryandie Bronto Adi Alfadhlani Alfadhlani Alfani, Muhammad Aliffajaruddin Ali Shaban Ali. H Alizar Hasan Alizar Hasan Alma'arif Alya Vinnisya Ami, Iin Sulastri Ode Amir Amir Nurllah Amrina, Elita Andriana, Isni ANGRIAWAN, RANDY Anna Muwaffika Annajih, Moh. Ziyadul Haq Aschari Senjahari Rawe Asep Supriyana Ashila Nurul Huda Asriani Atik Maliyya Audrey Sagita Purnomo Ayu Khuroidah, Linda Ayu Rafiony Azwan A’inul Yaqin, Sa’id Bafadhal, Husin Bagas Bahta, Fida Bambang Siswojo Benedict Ariel Kurnianto Bimby Hidayat Dahliansyah Danar Dwi Priatna Deany Yasir Desto Jumeno Dian Puspita Dina Rahmayanti Dina Rahmayanti Dody Wahono Suryo Alam Dona Sandy Yudasmara Dudun Ubaedullah DWI SURYANTO Edi Puryanto Eka Febrianti, Eka Eldiene Zaura I’tamada Ellyana, Cut Putri Elvita Indah Cahyani Eny Purwandari Eri Wirdianto Erwin Fahlevi, Fidruzal Fajar Ruddin Fallz, Irvon Faqihuddin, Ahmad Fat Chiya Nidaul Chusna Fauzia Putra, Dwi Febriano, Raihan Fikriyah Mardhatillah Firdruzal Fahlevi Firmansyah, Mursyidul Haq Fitriyah, Afiyatul Frischa Meivilona Yendi Gadis Halizasia Galuh Jevani Pambawati Ghufran Maulana Haeruddin Hairuddin Cikka Handa, Muhamad Idham Handayani, Arifah Hanifa, Dina Hariawan MD Hary Fandel Hary Fandeli Harziko Hasan, Muridha Hasddin Hendri Novendra Hilma Raimona Zadry Huda, Ashila Nurul Husnul Khatimah Ibnu Radwan Turnip Ichal ilahi, Rahmad ILHAM Imam Hariadi Indrapriyatna, Ahmad Syafruddin Insannul Kamil, Insannul Ishak, Alfian Iwan Jarir Jasman Juhaeni Juhaeni Jumarim Jumeno, Desto Kalsum, Ummy Kamil, Insannul Kandung Sapto Nugroho Kasim, Syaifuddin Suhri Kevin, Muhammad Laila Mar’atus Sholihah Lailatus Subhiyah Lailatussaadah M Nur, Lailatussaadah Laode Muhammad Fathun, Laode Laurens Kaluge, Laurens Laxmi Liperda, Rahmad Inca Luthfiyah, Rara M Baihaqi M. E. Winarno Ma'arif, Muhammad Anas Magvira Mallikatul Hanin Mardiyahdiyah Marni Safitri Maslihatin, Tatik Matthew A. Guevara Maulana, Ghufran Mhd Yadi Harahap Mieldha Hamzah Fadilah Miftahul Fikri MIFTAHUL JANNAH Mochammad Rusli Muchammad Ibnu Muzakir Muhajirin, Muhajirin Muhamad Badar Muhamad Fajar Al Muslih Muhammad Akmal Muhammad Arafah Muhammad Hamzah Pratama Muhammad Iqbal Oshmany Muhammad Kevin Muhammad Mamduh Nuruddin Muhammad Yusuf. Aj Muhammad, Awan Teduh Muharleni Mukaddas, Jamal Mukhlisin MULYADI Mumtazah Munawir Murtadho, Muhammad Alfa Choirul Murwanti, Murwanti Nailah Mumtazah Nashiruddin Nasrul Fuad Erfansyah Nasution, Adinda Nurhabibah Nayli Okta Dwi Pratiwi Nia Shinta Nidaus Sa’diyah Nilda Tri Putri Nova Amalia Novita Andriyani Nunuk Indarti NUR ISMI Nur Izzati Chumairah Nur Romdlon Maslahul Adi Nurfaiza Nuril Kartika Nurisman, Husain Nurlansi Nurliana Nurma Nurrul Riyad Fadhli Nurulqolbi, Safira Nurzal, Nurzal Pasnur Patrisina, Reinny Pina, Wa Ode Pitri, Deni Trianda Prima Fithri Putra Husin, Osu Oheo Rahmad Efendi Rahmad Inca Liperda Rahmalia Syahputri Rahmaneeyuda , Larasati Ramadani, Anggi Raysan Al-Hakim Reinny Patrisina Retno Sunu Astuti Riansyah, Ferdi Rifaldi, Abid Riri Wahyuni Fitri Rizqoh, Jazilatur Roichatuzzuhriyah Filailatil Fitriyah Rokimin Sa'idah, Ishlakhatus Said Amirulkamar Salamun, Asmita Salsabila, Ainun Syifa Saputra, Irwan Selly Septyani Sendi Agung Setiyadi Setiawan, Rochiyat Sg Naiboho, Henry Sigit Widiyarto Silalahi, Mesri Sishadiyati Siti Hardiyanti Bahnar Siti Nurramadani Siti Zahara Subhan Abdullah Acim Suci Lestari SUHARTO Suheryeni Sukiati Sultrayansa Suprapto, Hugo Susi Dewi Susanti Susiati Susiati Syafe'i Syafe'i, Syafe'i Syafri Syahril marta SYAMSURI Taqiyudin, Ahmad Tri Susilowati Trisnawati, Sherli Ubaidillah Vanny Apriliyanti Vika Mustaqotul Firdaus Wahyuddin Wahyuni Putri Wilda, Raihan WINARTO Wirli Hidayanti Wisnel Wisnel Wisnel Yumi Meuthia Yuniar, Eka Zhafira, Noufal Zuhriah, Amillatuz Zulfikar