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All Journal Transmisi: Jurnal Ilmiah Teknik Elektro Techno.Com: Jurnal Teknologi Informasi Jurnal Simetris WIDYA TEKNIKA Sinergi Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Teknologi dan Sistem Komputer JOIV : International Journal on Informatics Visualization Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Journal of Information Technology and Computer Science (JOINTECS) Jurnal Ilmiah FIFO JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI J I M P - Jurnal Informatika Merdeka Pasuruan Conference on Innovation and Application of Science and Technology (CIASTECH) JOURNAL OF SCIENCE AND APPLIED ENGINEERING Applied Technology and Computing Science Journal Jurnal Aplikasi Dan Inovasi Ipteks SOLIDITAS Jurnal Pendidikan Manajemen Perkantoran (JPManper) JATI (Jurnal Mahasiswa Teknik Informatika) International Journal of Electrical, Energy and Power System Engineering (IJEEPSE) Aiti: Jurnal Teknologi Informasi Jurnal Teknik Informatika (JUTIF) JASEE Journal of Application and Science on Electrical Engineering JEEE-U (Journal of Electrical and Electronic Engineering-UMSIDA) Jurnal Komputer, Informasi dan Teknologi Jurnal Ilmiah Teknik Elektro Prosidia Widya Saintek Jurnal Vokasi Indonesia Journal of Indonesian Tourism and Policy Studies
Istiadi
Program Studi S1 Teknik Informatika Fakultas Teknik, Universitas Widyagama Malang
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering 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 Social Sciences Transportation Other

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Journal : Jurnal Teknik Informatika (JUTIF)

 1 
PAPAYA TYPE CLASSIFICATION USING YOLOv8 Verdiansyah, Egi; Nurdiyansyah, Firman; Istiadi, Istiadi
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 5 (2024): JUTIF Volume 5, Number 5, Oktober 2024
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.5.2336

Abstract

Papaya (Carica papaya L) is a fruit that is easily found in subtropical and tropical regions, including Indonesia. With many varieties of papaya, the manual method used in distinguishing papaya types by humans depends on individual knowledge which can cause inaccuracies in the classification process. The manual classification process also takes a very long time if production is done on a large scale. Therefore, a technology for sorting automation is needed, especially in the industrial world. This research aims to classify papaya classes based on their type. The classification is divided into four classes, namely bangkok papaya, california papaya, hawai papaya, and red lady papaya. The classification process in this study uses the YOLOv8 model, where the total dataset is 1200 papaya images with a training data division of 88% (1050 images), 8% validation data (100 images), and 4% test data (50 images). The dataset is separated according to papaya fruit class. Data training was conducted with 300 epochs. The results show that bangkok papaya has a mAP value of 96%, california papaya 97%, hawai papaya 95%, and red lady papaya has 95% mAP. The average class has a precision value of 99.6%, and recall 100.0%. It can be concluded that the YOLOv8 classification model is able to achieve a high level of accuracy.
Co-Authors - Faqih A.A. Ketut Agung Cahyawan W Abd Wahab , Mohd Helmy Adi Saputra, Deni Affi Nizar Suksmawati Affi Nizar Suksmawati Affi Nizar Suksmawati Agatha Korina Intaningtyas Anggarin Anggarin Agustinus Noertjahyana Ahmad Desma Syahputra Ahmad Farhan, Ahmad Ahmad Muzakky Ahmad, Sharifah Sakinah Syed Akbar, Ismail Akhmad Nurhadi Ali Said Alif Dio Raka Wisnu Alif Dio Raka Wisnu Anderias Bai Seran Andriani , Citra Anik Yuesti Antono, Feni Budi April Lia Hananto Ardiansyah Setiawan Arie Restu Wardhani Arie Restu Wardhani Arief Rizki Fadhillah Arofah , Siti Nur Ashuri Nurdiansyah Aviv Yunia Rahman Aviv Yuniar Rahman Aviv Yuniar Rahman Aviv Yuniar Rahman Aviv Yuniar Rahman Biaz Surya Prakasa Body Surya Permana Budiawan, Renaldi Widi Candra Zonyfar Dean Ariesta Aziz Dedi Usman Effendy Dedy Usman Effendi Diky Siswanto Diky Siswanto Dio Amin Putra Dwi Purnomo Dwi Waluyo Putranto Effendi, Dedy Usman Eka Purna Okta Danawan Elko Prayoga Elyana Estyandhika Emma Budi Sulistiarini Eska Riski Naufal Exelino Bata, Jefreydo Fachrudin Hunaini Faqih Faqih Faqih Rofii Fauzi Ahmad Muda Feni Budi Antono Ferry Irmawan Firdaus Iman Ubaidillah Firman Nurdiansyah Firman Nurdiyansyah Firman Nurdiyansyah Firman Nurdiyansyah, Firman Fitri Marisa Fitri Marisa Fitri Marisa Fitri Marisa Fitri Marisa Fitri Marisa Fitri Marisa Fitri Marissa Galih Wicaksana Ghafur, A Hanif Saha Grace Januaria Taolin Dirma Hadian Artanto Handajani, Endah Tri Esti Handoko, Rizki Hermawan Suprayogi Hero Diogenes Adoe Ilham Rumaf Ilhamsyah Ilhamsyah Indra Dharma Wijaya Irfan Indra Kurniawan Irsandi Satria Wicaksana jauhar, afif Joko Wahyunarto Kartika Yuli Triastuti khusniyatul latifah Kris Inur Firman Sugiarto Kristianingrum Kristianingrum, Kristianingrum Kuncahyo Setyo Nugroho Kuncahyo Setyo Nugroho Larangga Herdianzenda Laurentino Da Costa Liliana De Deus Lutfi Erik Prasetyo Magai, Etinus Maheza Fresmanda, Muhammad Mamba’us Sa’adah MARIFANI FITRI ARISA Maukar, Anastasia L Mochamad Tri Anjasmoros Mochammad Tirta Yovresa MOHAMMAD YUSUF Monica Putri Indrayati Monica Putri Indrayati Muhammad Agus Sahbana Muhammad Ifan Fanani Muhammad Januar Wicaksono Mukhsim, Muhamad Mustakim Mustakim Nada Zuhriyah Napulun, Kanisius Naufal, Eska Riski Niken Paramita Pradana, Muhammad Rangga Adi Priyandoko Gigih Putra Kurniawan, Rizky Putra, Rangga Pahlevi Putra, Sumartono Ali Putranto, Dwi Waluyo Rahma Fitriani Rangga Pahlevi Rangga Pahlevi Putra Rayana Jaka Surya Renaldi Widi Budiawan Ridha, Mohammad Riska Suryanti Putri Riska Suryanti Putri Riska Suryanti Putri Rivaldiknas Gampar, Philipus Rizki Handoko Rudy Joegijantoro, Rudy Sabar Setiawidayat, Sabar Sahar, Nan Mad Sandi probo sarjono Sandi Tyas Wahyu Sarina Sulaiman Silviana Silviana Suksmawati, Affi Nizar Syahroni Wahyu Iriananda, Syahroni Wahyu Tjiptoheriyanto, Prijono Triastuti, Kartika Yuli Ubaidillah, Firdaus Iman Udin, M Diya Verdiansyah, Egi Wahyu Iriananda, Syahroni Wicaksono, Padang Wisnu, Alif Dio Raka Yeni Prasetio Hadi Yuliana Rachmawati Yuninda Wulan Sari Yuninda Wulan Sari