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Sunanto
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Journal : Journal of Software Engineering and Information System (SEIS)

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KLASIFIKASI BUAH JERUK LEMON BERDASARKAN TINGKAT KEMATANGAN MENGGUNAKAN METODE SVM DAN NAIVE BAYES Mualfah, Desti; Rivaldi, Hardi; Januar Al Amin; Sunanto
Jurnal Rekayasa Perangkat Lunak dan Sistem Informasi Vol. 5 No. 2 (2025)
Publisher : Department of Information System Muhammadiyah University of Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37859/seis.v5i2.9952

Abstract

This study aims to develop a classification model for determining the ripeness level of lemons (Citrus limon) using digital image analysis. Two methods, namely Support Vector Machine (SVM) and Naïve Bayes Classifier (NBC), were compared to evaluate their performance in terms of accuracy and prediction consistency. The results show that SVM outperformed NBC with an accuracy of 97%, along with precision, recall, and F1-Score of 97% each. The model consistently determined lemon ripeness levels in percentage terms, such as 85% or 95%. In contrast, NBC achieved an accuracy of 82%, with precision, recall, and F1-Score of 83%, 82%, and 83%, respectively. However, NBC was more prone to classification errors, especially in distinguishing between ripe and unripe lemons. In conclusion, the SVM method proved superior to NBC in determining lemon ripeness levels, particularly in handling complex data. SVM's ability to provide accurate and consistent predictions makes it a more effective choice for helping farmers optimize the quality and quantity of lemon production. This study contributes significantly to the application of image processing technology in the agricultural sector.
Co-Authors Achmad Kusyairi Adellia Suhermanto Afib Rulyansah Afifuddin, Moch. Anang Agus Wahyudi Ahmad Fathoni Aziz Ainul Yaqin Salam Ainur Rohmah Akhwani Al Putri Oktavia Al-Amin Alfi Wahyuningati Almaniar, Siska Alwin Widhiyanto Anggi Meryani Indiyanti Anlianna Annahdliya Aulia Zahwa Arif Puji Darmawan Ariska Praptiningtiyas Azwar Budhy Darmawan , Dwikie Chusnul Khotimah Cindy Fiola Cesarria Dewi Widiana Rahayu Dewi Widiyana Rahayu DIDIK PURWANTO Eka Rizki Meiwinda Endang Verawati Erna Handayani Esya Alhadi Fadil Hasan Fadlillah, Nuzul Imam Fatmawati, Adela Febriyani, Rafika Fery Hendy Hermawan Fifi Khoirul Fitriyah Firdaus, Anisa Handayani, Erna hanifah, iis Hasibuan, Rahmawaty Hidayah Apriani Huda, Muchamad Samsul Imam Sugeng Santoso Indah Fitriyani Isrotin, Ayu Januar Al Amin Kaharani, Chanesya Farah Kasmad Kurniasih, Virginia Wulan Kusuma, Rendra Sakbana Leni Sabrina Lestari Wulandari, Putri Lucyana Machmudah Mariati, Pance Mariskha Z Mohamad Salik Mualfah, Desti Muhammad Thamrin Hidayat Nafiah Nanang Rokhman Saleh Nanda Alifia Navi Mayyoulanda NUR FAUZIAH Nur Hamim Nur Rahmat, Nafolion Pance Mariati Pangripto Pramudantoro, Triaji Prihatin, Ananda Rahmad Firdaus Rahmawaty Hasibuan RATNA ZULVITA, DEBBY Rivaldi, Hardi Rizka Yunita Romlah Nur Asih Ropiana, Ananda Rosita Rudi Umar Susanto Saifudin Sakbana Kusuma, Rendra Sasmita, Febriarsita Eka Septin Purwanti Shally Rizkiyanti Sholihah, Maidatus Siti Muzdalifah Sri Hartatik Sri Murda Niati SURYANTI Syamsul Ghufron Syerina Raihatul Jannah Tika Handayani Tutik Ekasari Waliah Nur Rahayu Wasiaturrohmah, Annisa Willy Wijayanti Wiryanto Wulan Yogi Nurfauzi Zaviti, Erlinda De Lou