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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 Absor, Nur Fajar Achmad Haqqul Yaqin Adam Adi, Alexie Herryandie Bronto Afdhal Afrinaldi, Feri Afrizal Agus Halid, Agus Ahmad Fauzan Ahmad Gianto Ahmad Nafisi Ahmad Syukri Ainal Mardhiah Aji, Galih Purnomo Alfani, Muhammad Aliffajaruddin Ali Shaban Ali. H Alizar Hasan Alma'arif Alya Vinnisya Amalia Saumi Ami, Iin Sulastri Ode Amir Amir Nurllah Amrina, Elita Andriana, Isni Anggun ANGRIAWAN, RANDY Anita Anjanisa Munawara Anna Muwaffika Annajih, Moh. Ziyadul Haq Aschari Senjahari Rawe Asep Supriyana Asniah Syamsuddin Asriani Atik Maliyya Audrey Sagita Purnomo Ayu Khuroidah, Linda Azwan A’inul Yaqin, Sa’id Bafadhal, Husin Bagas Bahta, Fida Bambang Siswojo Bayu Arif Mahendra Benedict Ariel Kurnianto Bimby Hidayat Candra Puspitaningtyas Dahliansyah Danar Dwi Priatna Darmulia Deany Yasir Deni Haryan Pasaribu Dian Puspita Dina Rahmayanti Dody Wahono Suryo Alam Dona Sandy Yudasmara Dudun Ubaedullah Dulfikar, Akhmad DWI SURYANTO Edi Puryanto Eka Febrianti, Eka Eldiene Zaura I’tamada Ellyana, Cut Putri Elviandri, Elviandri Elvita Indah Cahyani Eny Purwandari Erni Qomariyah Erwin Fahlevi, Fidruzal Fahma, Nabiela Fallz, Irvon Faqihuddin, Ahmad Fat Chiya Nidaul Chusna Fatmawati, Milanda Fauzia Putra, Dwi Febriano, Raihan Fikriyah Mardhatillah Firmansyah, Mursyidul Haq Fitriyah, Afiyatul Frischa Meivilona Yendi Futri Muliana Gadis Halizasia Galuh Jevani Pambawati Haeruddin Hairuddin Cikka Handa, Muhamad Idham Handayani, Arifah Hanifa, Dina Hariawan MD Hary Fandeli Harziko Hasan, Muridha Hasddin Hendri Novendra Herman Hi Tjolleng Taba Hermansyah Hermansyah Heru Hresnawanza, Muhammad Hilma Raimona Zadry Hilyatul Azkia Huda, Ashila Nurul Husnul Khatimah Ibnu Radwan Turnip Ichal ilahi, Rahmad ILHAM Imam Hariadi Indrapriyatna, Ahmad Syafruddin Indriani, Hesti Insannul Kamil, Insannul Ishak, Alfian Isneini Isneini, Isneini Iwan Jarir Jasman Juhaeni Juhaeni Jumarim Jumeno, Desto Kalsum, Ummy Kandung Sapto Nugroho Kasim, Syaifuddin Suhri Kevin, Muhammad Kholiqi, Achmad Laila Mar’atus Sholihah Lailatus Subhiyah Lailatussaadah M Nur, Lailatussaadah Laode Muhammad Fathun, Laode Latifah Hanum Laurens Kaluge, Laurens Laxmi Liperda, Rahmad Inca Luthfiyah, Rara M Baihaqi M. Alfi Fajrul Haq M. E. Winarno Ma'arif, Muhammad Anas Maftuhah, Lailatul Hana Magvira Mallikatul Hanin Mardhiatur Rahmah Mardiyahdiyah Marliana Marni Safitri Maslihatin, Tatik Matthew A. Guevara Maulana, Ghufran Mhd Yadi Harahap Mieldha Hamzah Fadilah Miftahul Fikri MIFTAHUL JANNAH Mirna Putri Mochammad Rusli Muchammad Ibnu Muzakir Muh. Irfan Muhajirin, Muhajirin Muhamad Badar Muhamad Fajar Al Muslih Muhammad Akmal Muhammad Arafah Muhammad Hamzah Pratama Muhammad Ikhsan Muhammad Iqbal Oshmany Muhammad Kevin Muhammad Mamduh Nuruddin Muhammad Yusuf. Aj Muhammad, Awan Teduh Muharleni Mukaddas, Jamal Mukhlisin MULYADI Mumtazah Muntasir, Muntasir Murtadho, Muhammad Alfa Choirul Murwanti, Murwanti mustafa, la ode Muttaqin, Ikhsan Nadira Ramadhani Nailah Mumtazah Nashiruddin nasir, muh Nasrul Fuad Erfansyah Nayli Okta Dwi Pratiwi Nia Shinta Nidaus Sa’diyah Nilda Tri Putri Nova Amalia Novita Andriyani Nunuk Indarti NUR ISMI Nur Izzati Chumairah Nur Majdina Nur Romdlon Maslahul Adi Nurfaiza Nurisman, Husain Nurlansi Nurliana Nurma Nurrul Riyad Fadhli Nurulqolbi, Safira Nurzal, Nurzal Pasnur Patrisina, Reinny Pina, Wa Ode Pitri, Deni Trianda Prima Fithri Purwati, Diana Putra Husin, Osu Oheo Rabbiatul Adawiyah Rafiony, Ayu Rahmad Efendi Rahmalia Syahputri Rahmaneeyuda , Larasati Raihana Salsabilla Ramadani, Anggi Ramadhan, Taufiq Ramadhani Fahlevi Raysan Al-Hakim Retno Sunu Astuti Riansyah, Ferdi Rifaldi, Abid Rijannah , Fera Rissa Kumala Dewi Rizqoh, Jazilatur Roichatuzzuhriyah Filailatil Fitriyah Rokimin RR. Ella Evrita Hestiandari Ruddin, Fajar RUSMINI Sa'idah, Ishlakhatus Said Amirulkamar Salamun, Asmita Salsabila Salwa Jaisa Salsabila, Ainun Syifa Saputra, Irwan Selly Septyani Sendi Agung Setiyadi Setiawan, Rochiyat Sg Naiboho, Henry Sigit Widiyarto Silalahi, Mesri Simanjuntak, Bintang Yolanda S. Sishadiyati Siti Hardiyanti Bahnar Siti Nurramadani Siti Zahara Suaidi Subhan Abdullah Acim Suci Lestari Suci Mulia SUHARTO Suheryeni Sukiati Sukma, Ayu Mega Sukmayani, Nuniek Setia Sultrayansa Suprapto, Hugo Susi Dewi Susanti Susiati Susiati Syafe'i Syafe'i, Syafe'i Syafitri, Nila Sari Syafri Syahril marta Syahrul Safar SYAMSURI Syaqira Assyabirra Syauqas Al qasimiy Taqiyudin, Ahmad Tazhkiroh, Nafi'ul Tri Susilowati Trisnawati, Sherli Ubaidillah Ulva Khairun Nisa Vanny Apriliyanti Vika Mustaqotul Firdaus Wahyuddin Wahyudin Wahyuni Putri Widyani, Retno Wilda, Raihan WINARTO Wirdianto, Eri Wirli Hidayanti Wisnel Wiwik Handayani Yuniar, Eka Zahri, Syakira Alfi Zainul Arifin Zhafira, Noufal Zuhriah, Amillatuz Zulfikar