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Darnita, Yulia
Universitas Muhammadiyah Bengkulu
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Nursing Public Health Social Sciences Other

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Journal : JSAI (Journal Scientific and Applied Informatics)

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Sistem Deteksi Cacat Buah Tomat Menggunakan Deteksi Tepi SUSAN, Ekstraksi Ciri Statistik, dan CNN della, Putri Rahma Della; Yulia Darnita
JSAI (Journal Scientific and Applied Informatics) Vol 7 No 2 (2024): Juni
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v7i2.6463

Abstract

This research aims to address the problem of defect detection in tomatoes, which often compromises product quality in the agricultural industry. The difficulty in detecting defects automatically and accurately is a major challenge, so an efficient and effective method is needed. For this reason, a detection system was created by combining SUSAN edge detection method, statistical feature extraction, and Convolutional Neural Network (CNN). The SUSAN method was chosen for its reliability in detecting edges well, which is important for identifying defective areas in tomatoes. The process starts with edge detection using the SUSAN method, followed by statistical feature extraction such as mean value, standard deviation, minimum value, and maximum value of pixel intensity in tomato images. This data is then used to train the CNN model, which achieves a training accuracy of 97.50% and a test accuracy of 90%. From testing 50 tomato samples, CNN accuracy of 96%, precision of 96%, and recall of 100% were obtained. These results show that this system works well in detecting defects in tomatoes. Thus, this system is expected to improve the quality of tomato products and support the quality standards of the agricultural industry.
Co-Authors -, Rozali Toyib Abdurrasyid, Fakhri Achmad Nurcholis, Ivan Adinda Trisista Agusdi Syafrizal, Agusdi Aldino Discrise Amandika, Rama Andi Prasetio Rozali Toyib Andika Putra Andrian Kuor Nando Apridiansyah, Yovi Ardi wijaya ARDIANSYAH ARDIANSYAH Arif Triyandi, Muhammad Arisandi, Vini Aulia, Nica Aviantoro, Kevin Beni Juanda Dandi Sunardi dany Adhi wibowo David Maria Veronika, Nuri Dedy Abdullah Dedy Prabowo della, Putri Rahma Della Deslianti, Dwita Deva, Alba Ragil Sutra Diana Diana Diana Diana Diatama, Pradika Egia Apriansyah Elviani, Elviani Fajri Sepriansyah, Muhammad Fitri Lestari, Fitri Fransisco, Nochi Erfindo Gilang Nurva Wijaya Gilang Pamungkas, Habib Gunawan Gunawan Gunawan Gunawan Handayani, Sri Hanif, Patri Harry Witriyono Harry Witriyono Witriyono Hendri Wibowo, Sastya Hendri, Sastya Hesti Lestari hidayah, agung kharisma Hidayat, Muhammad Husni Husni Mubarak Imanullah, Muhammad Jandri M.Siban Jaya Saputera, Juwanda Jestika Safitri Juanda, Beni Khairullah Khairullah, Khairullah Khairunnisyah, Khairunnisyah Khakim, Ahmad Nuril Kharisma , Agung Kristian Herianto, Agib Kristika Meza Werda Kurnia Padila M. Imanullah, M. Imanullah Mahfuzhi, A.R Walad Mahfuzhi, A.R. Walad Mahfuzhi Marga Handayani, Kurnia Marhalim marhalim, marhalim Maria Veronika, Nuri David Muhammad Rizky Tara Muntahana, Muntahana Muntahanah Muntahanah Muntahanah, Muntahanah Nadila, Syalsa Nanda Febriana Nica Aulia Novrialdi, Tito Nur'aini, Shandra Nuri David Maria Veronica Onsardi, Onsardi Padila, Kurnia Pahrizal, Pahrizal Pitriyo, Ari Pradika Diatama Putra Andika, Febby Putra, Adeyansyah Putra, Erwin Dwik Putra, Wahyu Dharma Putra, Yebri Putra, Yonaldo Rifqo, M. Husni Rinaldi Rinaldi Riri Rumbiyiani Ristontowi, Ristontowi Rizki Hidayat Rohanan Yusuf Rojali Toyib Rozali Toyib safitri, melinia Sahputry, Feby Ayu Salmidah, Tasya Rufaidah Sanjaya, Dimas Ari Sastia Hendri Wibowo Sastya H Wibowo Sastya Hendri Wibowo Sastya Wibowo Sonita, Anisa Sonita, Anisya Sugianto, Melani Sundari, Weti Surya Ade Saputera Tanjung, Rahman Fadli Tara, Muhammad Rizky Tasya Rufaidah Tito Novrialdi Toyib, Rozali Wahyu Nugroho wibowo, dany Adhi Wibowo, Sastia Hendri Wijaya, Ardi Wilio Papian Witriyono, Harry Yayang Kurniawan Yebri Putra Yogi Pranata Yonaldo Putra Yulia Darmi Yulia Rahmi Yunika, Astri Yutya Maydila Yuza Reswan Zen, Wildo