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All Journal Foristek JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Prosiding Seminar Nasional Sains dan Teknologi Terapan TESLA: Jurnal Teknik Elektro TELEKONTRAN: Jurnal Ilmiah Telekomunikasi, Kendali dan Elektronika Terapan IJEEIT : International Journal of Electrical Engineering and Information Technology Jurnal Review Pendidikan dan Pengajaran (JRPP) Abdimas Toddopuli: Jurnal Pengabdian Pada Masyarakat Community Development Journal: Jurnal Pengabdian Masyarakat Journal of Electrical Engineering and Computer (JEECOM) Insyst : Journal of Intelligent System and Computation TEKIBA : Jurnal Teknologi dan Pengabdian Masyarakat Konstelasi: Konvergensi Teknologi dan Sistem Informasi Jurnal Abdikarya : Jurnal Karya Pengabdian Dosen dan Mahasiswa Journal International Inspire Education Technology (JIIET) Jurnal Sistim Informasi dan Teknologi Innovative: Journal Of Social Science Research At-Tasyrih: Jurnal Pendidikan dan Hukum Islam AMMA : Jurnal Pengabdian Masyarakat
Dhaniswara, Erwin
Universitas Widya Kartika Surabaya
Agriculture, Biological Sciences & Forestry Humanities Chemistry 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 Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mechanical Engineering Nursing Public Health Social Sciences Other

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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

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Detection of Banana and Its Ripeness Using Residual Neural Network Erwin Dhaniswara; Yosi Kristian; Esther Irawati Setiawan
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol 5, No 1 (2021): EDISI JULY 2021
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v5i1.4844

Abstract

Automatic fruit detection utilizing computer vision techniques has been carried out to help the agriculture and plantation industries. This study researches smart systems to detect bananas and ripeness classification utilizing residual neural networks. The method used to detect bananas is transfer learning from pretraned Model VGG-19. Whereas, in the bananas ripeness classification process, residual neural networks, which are trained from the start, are used. Sliding Windows is used to detect the position of bananas followed by Non-Max Suppression to summarize the results of several detected bananas. Previous studies were limited to the level of ripeness, but in this study, bananas are detected and followed by the level of bananas ripeness (raw, ripe, and overripe). This study’s data uses bananas which were mixed with other kinds of fruit. There two kinds of bananas detection architecture used in this study, VGG-19 and Restnet. After they were used to detect bananas, it was found that VGG-19 was more suitable. The results of this study are very satisfying as it is seen from the bananas detection testing percentage using VGG-19 architecture which shows 100% ripe bananas, 99 % raw bananas, and 100% overripe bananas.Keywords: Detection of banana, banana ripeness, Non-Max suppression, residual block.
Co-Authors Agus Junaidi AGUS PRAYITNO Agus Prayitno Almira Ulimaz Andy Rachman Arifin, Buatanol Arifudin, Opan Asri Ady Bakri Benny Novico Zani Boby Hendro Wardono cahyono, didik Caroline Caroline Chaterina Yeni Susilaningsih Dadang Muhammad Hasyim Darmanto Darmanto Darmanto Darwis, Akbar Darwis Dedi Gunawan Saputra Dewi, Grace Levina Didik Cahyono dwi taufik hidayat Edita Revine Siahaan Eka Selvi Handayani, Eka Selvi Encep Sopandi, Encep Erda, Roza Esther Irawati Setiawan Farid Budianto Putra Feri Sanjaya Geofakta Razali Handry Eldo Hasnia Ahmad Hidayat, Aji Atha hidayat, dwi taufik Iin Nurul Inayah Juwairiah Juwairiah Karsim Karsim Kurniawan Budhi , Robby Leonardus Setia Budi Wibowo Luthfie Lufthansa Marlina Marlina Mayestino, Alexander Machicky Melvie Paramitha Mikhael Setiawan Muhammad Subhan Iswahyudi Muhammad Syafral Muhammad Wahyudi Nazaruddin Ahmad Nining Andriani Nur Kurniasari Nuraisyah Annas, Annisa Nurholis Nurholis, Nurholis Nurwahyu Satrya, Indra Ocktavi Rizky, Ricky Oktafian Farhan Permana, Ika Dian Putra Putra Ramadhan, Mohammad Bangkit Rissa Megavitry Robby Kurniawan Budhi Rukiyanto Rukiyanto, Rukiyanto Setiono, Kevin Sitti Hasnah Soegiarto, Ita Solehuddin, Moh. Sri Wiwoho Mudjanarko, Sri Wiwoho Sri Yulianto St Rahmah Subagiyo Subagiyo Suluh Sri Wahyuningsih Sundari, Sri Talakua, Eddy Lybrech Tamaji, Tamaji Trisna Rukhmana Widianto Yonatan, Widianto Xu, Shanshan Yoga Alif Kurnia Utama, Yoga Alif Kurnia Yosi Kristian Yulius Hari Yunaspi, Didi Zhang Wei Zulaekah Zulaekah Zulfiah Larisu