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REZA PAHLEVI
Fakultas Ilmu Administrasi Universitas Brawijaya
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Transportation Other

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Journal : Media of Computer Science

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Identification of Leaf Spot Diseases in Eggplant Using Gray Level Co-Occurrence Matrix (GLCM) Feature Extraction and Support Vector Machine (SVM) Classification Pahlevi, Reza; Setiawan, Andika; Kesuma, Rahman Indra
Media of Computer Science Vol. 2 No. 1 (2025): June 2025
Publisher : CV. Digital Innovation

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69616/mcs.v2i1.202

Abstract

Eggplant (Solanum melongena L.) is one of the widely cultivated vegetables in Indonesia, belonging to the Solanaceae family. This plant is susceptible to several diseases, one of which is leaf spot disease. Leaf spot disease, caused by the pathogenic fungus Alternaria sp., is characterized by irregularly shaped brown spots with a diameter of approximately 0.5 cm. To address this issue, a digital image processing-based system was developed to identify whether the plant is infected. The proposed system employs feature extraction using the Gray Level Co-Occurrence Matrix (GLCM) combined with the Support Vector Machine (SVM) classification algorithm. The study utilized a dataset of 100 images for training and 50 images for testing. The highest achieved accuracy was 100%, obtained by applying Laplace of Gaussian (LoG) edge detection along with Linear Kernel and Polynomial Kernel SVM classifiers.
Co-Authors A.A. Ketut Agung Cahyawan W Adisa, Meyralda Dara Aditama, Yogi Agung Kurniawan al- Gozi, Ahmed Ali Noer Zaman Amanda, Putri Andika Setiawan, Andika Anisa Oktavia antika sari, sindy Arief Syaichu Rohman, Arief Syaichu Arum, Lenia Nawang Aulia, Dany Ayu Nabila, Rina Azrilia, Siti Baruna, Arys Hasta Berliana, Farida Bustomi, Yazid Cecep Effendi Dea Aflah Samah Dedi Junaedi, Dedi Dekasari, Yessy Dekasari Dewi Kurniawati Dewi, R. Retna Kinanti Dwi Yuwono Puji Sugiharto, Dwi Yuwono Puji Edi Surya Negara Elysia, Jennie Fredella Euis Eti Rohaeti Faisal, Daffa Fathullah, Dzulham Fauzianty Putri Salvatianty Febrian, Revi Fitri Annisa, Dona Fitriani, Amelia Salsabila Ghaisani, Annisa Gunawan, Tedi Gupron, Mochamad Alfin Hafizhah, Nabila Alifatus Hartanti, Sri Hartono Hartono Hasibuan, Anni Aisyah Herdiwijaya, Dhani Herdiwijaya, Dhani Hikmawati, Dinda Indana Tri Rahmawati izky, Alfaroel Khaerani, Izzah Faizah Siti Rusydati Khaerani, Izzah Faizah Siti Rusydati Kriscahyanti, Sila Kustiana, Refina Latifah Juni Kusuma Hati, Kusuma Leby, Arrasyifah Linna Oktaviana Sari Madihah Syahnevi, Salwa Manuardi, Ardian Renata Masyita Suherman , Maya Maya Masyita Suherman Movi Riana Rahmawanti Muhammad Ilham Muhammad Izman Herdiansyah Muhammad Jafar, Muhammad Nahry Nahry Nasution, Andra Nurfauziah, Ula Nurul Fauzia, Azni Okta Sari, Resti Oktavia, Anisa Paramita, Farah Putra, Candra Galang Gemilang Rachmawati, Windi Chusniah Rahayu, Nurhadianty Rahman Indra Kesuma Ramadhani Muliaqalbi, Putri Ramadhani, Susan Ridwan, Wachid Rima Irmayanti, Rima Risani, Annisa Riyadhul Fajri Riyuzen Praja Tuala Rusmin, Pranoto Hidaya Rusmin, Pranoto Hidaya Saeful Mujab Salsabila, Aprilianti Samsudin, Asep Septa Katmawanti, Septa Setiawan, Muhammad Arief Siddik, Riesa Siddik, Riesa Rismawati Siti Fatimah Sri Hastuti Sri Mulyati Syafitri, Dhiya Syarifuddin Syukur, Syarifuddin Tata Sutabri Teti Sobari, Teti Ulfa M. , Mahdalena Ummu Salma Al Azizah Vianaza, Vianaza Wahyuni, Oktavia Sri Wijaya, Habibi Hadi Williya Novianti Zahro, Nimas Dewi Aninatus Zulkifli Zulkifli Zulpahmi, Zulpahmi ‎, Suyitno