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Nehru
Universitas Jambi
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Journal : akademika

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IMPEMENTASI ALGORITMA YOLO UNTUK PENGENALAN OBJEK SAMPAH: Classification, Deep Learning, Image Processing, YOLO Rabiula, Andre; Haryatama Putri, Frenti; Nehru, Nehru
JURNAL AKADEMIKA Vol 17 No 2 (2025): Jurnal Akademika
Publisher : LP2M Universitas Nurdin Hamzah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53564/akademika.v17i2.1677

Abstract

Human activities cannot be separated from production and consumption activities which have an impact on the generation of waste, such as the use of plastic. Therefore, waste detection and sorting should be carried out at the initial stage of waste management to maximize the amount of waste that can be recycled. This research aims to apply image processing and deep learning algorithms in plastic waste classification, as well as testing the performance of the classification system. The research method used refers to the research stages, namely literature study, data collection, pre-processing, system design, implementation, testing, evaluation and data analysis. The research results show that plastic waste classification system obtained accuracy, precision, recall and F1 scores, namely 98.7%, 1, 0.98 and 0.99.
Co-Authors -, Maison -, Maison Abdul Manab Abdul Manab Ade Nurdin Adong Hotria Lumbantoruan Afrianto, Muhammad Ficky Ahmad Mukhsinin Ahmad Muthakin Aldi, Ahmad Alensyah, Ardo Aminah Zb Amran Amran Andre Rabiula Aprilia Sulista Ardianto Ardo Alensyah Arif Rahman Hakim Beta Olivia Arunde Bima Tondi Innatta Harahap Budi Eka Dharma Dahlia Dahlia Damayanti, Liza Dani, Rahma Darmaji , Darmaji dasrinal tesal Dasrinal Tessal Dasrinal Tessal Dasrinal Tessal Dewi Fortuna Dewi Fortuna Dzano Prayoga Elsa Raihana Enggel Fransiska Erika Irianti Erlida Amnie ERNI SURYANI, ERNI Ertina Novirasari F B Pujaningsih Fahruddin Fahruddin Febri Berthalita Pujaningsih Febri Berthalita Pujaningsih Fibrika Rahmat Basuki, Fibrika Rahmat Fitriani Fuady, Samratul Gina Anggraeni H. Pathoni Haerul Pathoni, Haerul Haljannah, Miaftul HARTATI Hartati Hartati Haryatama Putri, Frenti Hasibuan, M. Haris Efendi Hendri, Menza Herman Herman Imaniar, Mahrati Inonu, Amelinda Callista Devina Ira Rismayana Irma Rubianti Irma Rubianti Istiqamah, Nurul Jeliana Veronika Sirait Jufrida Jufrida jules jules Jules Nurhatmi Julian Anggara Junika Purnama Kamid, Kamid Kamullah, Kamullah Ken Ayu Citra Komariah L. Muliawati Lia Yuliati Listiani Listiani Liza Damayanti M Hendri M. Ekahidayatullah M. Hidayat Marbun, Frida Hanum Mas’anah Merianti Merianti Mufti, N. Muh. Nasir Muh. Nasir Muswita Muswita N. Mufti Navalyyan, Devie Nazri MZ Nazri MZ, Nazri Nikman Azmin Nikman Azmin Nova Susanti Novallyan, Devie Novita Sari, Putri Ella Nurhidayah Nurhidayah Nurhidayah Nurhidayah Nurhidayatika, Nurhidayatika Nurwasila, Nurwasila OKI SAPUTRA Oki Saputra Oki Saputra olahairullah olahairullah Olahairullah, Olahairullah Raden Mohamad Herdian Bhakti Ramndana, Ramndana Rasmi, Dian Pertiwi Reni, Rema Pusfita Riantoni, Cicyn Riri Trinanda Rita Arnila Rizki Ananda Rona Pinta Uli Debata Raja Ropawandi, Doni S. Purwaningsih Samratul Fuady Samratul Fuady Samsidar Samsidar Sandi, Ahmad Sefiawati, Kiki Selviandri, Indah Sirait, Jeliana Sitaman, Sitaman Situmeang, Ivan Franztavia sparzinanda, eif Sri Oktamuliani Sri Purwaningsih Sri Purwaningsih Suyono -, Suyono Syaiful . Syarkowi, Ahmad wahyuni wahyuni Wawan Kurniawan Widiansyah Ardi Yosi Riduas Hais Yuliati, L.