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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

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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 Abu Bakar Adam Adli, Faiz Haidar Satriani Afdhal Afrinaldi, Feri Afrizal Agus Halid, Agus Ahmad Fauzan Ahmad Fauzan Ahmad Nafisi Ahmad Syukri Ainal Mardhiah Aji, Galih Purnomo Ali Shaban Ali. H Alya Vinnisya Ami, Iin Sulastri Ode Amir Amir Nurllah ANGRIAWAN, RANDY Anna Muwaffika Annajih, Moh. Ziyadul Haq Aschari Senjahari Rawe Asep Supriyana Asniah Syamsuddin Asriani Audrey Sagita Purnomo Azwan A’inul Yaqin, Sa’id Bafadhal, Husin Bagas Bahta, Fida Bambang Siswojo Barry Nuqoba, Barry Candra Puspitaningtyas Danar Dwi Priatna DEWANTO Dona Sandy Yudasmara Dudun Ubaedullah Dulfikar, Akhmad Edi Puryanto Eldiene Zaura I’tamada Ellyana, Cut Putri Elvita Indah Cahyani Eny Purwandari Erni Qomariyah Erwin Fallz, Irvon Faqihuddin, Ahmad Faried Effendy Fat Chiya Nidaul Chusna Fauzia Putra, Dwi Fikriyah Mardhatillah Fitriyah, Afiyatul Frischa Meivilona Yendi Haeruddin Handa, Muhamad Idham Handayani, Arifah Hanifa, Dina Hariawan MD Harziko Hasddin Hermansyah Hermansyah Hermin Indah Wahyuni Husnul Khatimah Ichal ILHAM Imam Hariadi Ishak, Alfian Islami Fatwa Isneini Isneini, Isneini Iwan Jasman Juhaeni Kartono Kasim, Syaifuddin Suhri Lailatussaadah M Nur, Lailatussaadah Latifah Hanum Laurens Kaluge, Laurens Laxmi Luthfiyah, Rara M. E. Winarno Ma'arif, Muhammad Anas Magvira Marliana Marni Safitri Maslihatin, Tatik Matthew A. Guevara Mhd Yadi Harahap Miftahul Fikri Mochammad Rusli Mohammad Edy Nurtamam, Mohammad Edy Muchammad Ibnu Muzakir Muhajirin, Muhajirin Muhamad Badar Muhamad Sulhan Muhammad Arafah Muhammad Hamzah Pratama Muhammad Ikhsan Muhammad Iqbal Oshmany Muhammad Kevin Muhammad Mamduh Nuruddin Muhammad Sabri Mukaddas, Jamal Mukhlisin Mumtazah Murwanti mustafa, la ode Nailah Mumtazah Nashiruddin nasir, muh Nasrul Fuad Erfansyah Nayli Okta Dwi Pratiwi Nia Shinta Nilda Tri Putri Noufal Zhafira Nova Amalia Novita Andriyani NUR ISMI Nurfaiza Nurisman, Husain Nurlansi Nurliana Nurma Nurrul Riyad Fadhli Nurulqolbi, Safira Nurzal, Nurzal Pasnur Pina, Wa Ode Putra Husin, Osu Oheo Rahmalia Syahputri Ramadani, Anggi Retno Sunu Astuti Rianda, Faizar Rifaldi, Abid Rijannah , Fera Rizqoh, Jazilatur Roichatuzzuhriyah Filailatil Fitriyah Rokimin RR. Ella Evrita Hestiandari Sa'idah, Ishlakhatus Said Amirulkamar Salamun, Asmita Salsabila, Ainun Syifa Santosa, Tomi Apra Sapto Nugroho, Kandung Selly Septyani Setiawan, Rochiyat Sg Naiboho, Henry Sigit Widiyarto Silalahi, Mesri Siraj Sishadiyati Siti Hardiyanti Bahnar Siti Zahara Suci Lestari SUHARTO Sukiati Sultrayansa Suprapto, Hugo Susi Dewi Susanti Susiati Susiati, Susiati Syafri Syahril marta SYAMSURI Tri Susilowati Trisnawati, Sherli Ubaidillah Vanny Apriliyanti Vika Mustaqotul Firdaus Wahyuddin Wahyuni Putri Wilda, Raihan WINARTO Wirli Hidayanti Wiwik Handayani Zainul Arifin Zuhriah, Amillatuz Zulfikar