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Journal : INTI Nusa Mandiri

PENERAPAN ALGORITMA CNN MENGGUNAKAN FRAMEWORK YOLO UNTUK DETEKSI OBJEK PRODUK DI PERUSAHAAN MANUFAKTUR Maulana, Asep; Suherman, Maman; Masruriyah, Anis Fitri Nur; Novita, Hilda Yulia
INTI Nusa Mandiri Vol. 18 No. 2 (2024): INTI Periode Februari 2024
Publisher : Lembaga Penelitian dan Pengabdian Pada Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/inti.v18i2.5028

Abstract

Component products used for manufacturing a machine in manufacturing companies have two types of products, type A and B. The problem that often occurs in the industry is product sorting errors due to the traditional sorting process, using human labor. The disadvantages are limited human labor so that fatigue can occur, causing errors in sorting products and losses for the company. Many studies discuss object detection, Industrial problems in the checking process can be approached with the help of this technology. Object detection works to analyze frames with the method of finding objects. There are methods in digital image processing, CNN algorithms which include methods in computer vision. The growing framework makes the CNN algorithm more powerful. YOLO includes a framework based on the CNN algorithm. YOLOv5 detects objects by taking into account the object's confidence value, the output of the detected object is a bounding box on the object. The problem in the industry in the checking process can be approached with the help of this technology. For this reason, this research aims to create a model for product object detection in manufacturing companies. The process carried out is data collection, image annotation, training, testing, evaluation. The images collected were 137 for training data and 34 for validation data totaling 171 image data. The results of the model using YOLOv5 with epoch 1000 get a precision value of 100%, recall 100% and mAP 99%, the product detection results get an average value of 100%.
Co-Authors Abuy, Abuy Aditya Prayoga, Indra Afghan, Arief Nur Agus Mulyanto Agus Ruswandi Agustendra, Apen Ahmad, Irfan Aji Fachrurroji, Fahmi Alfiyyati, Lydia Zayyani Alfiyyati, Lydia Zayyani Amalia, Nelly Andini, Puty Andini, Puty Ani Nuraeni Ani Susilawati Apiyanti, Pina Dewi Ardiansyah, Yudah Aryani, Wiwik Dyah Asep Maulana, Asep Asep Mulyana Astuti, Cahyanti Yuni Bayuputra, Sultan Aulia Budi Mulyadi Budiman, Dadan Dadan Mulyana Dewi Rahmatin Edi Purwanto Ely zabeth, Ely Elyzabeth, Elyzabeth Endrawati, Eli Entit puspita Firdaus, Muhammad Aditya Fitri Nur Masruriyah, Anis Gaffar, M. Andriana Helmawati Helmawati Helmawati Hendri Abdul Qohar Herlina Herlina Hermansyah, Iwan Heryanto, Toto Hidayat, Cece Itang Itang Jaelani Rahman, Jaelani Jamilah, Evie Kartini, Tini Khamim, Nur Kokom Komalasari Kuntari, Ari Kukuh Kustamaji, Erwin Lestiawati, Lastri Lubna, Fadhillah Masrukoyah, Enyi Maulani, Atiya Maulani, Atiya Maya Amalia Oesman Palapah Mirawati Mirawati Muhammad Subandi, Muhammad Muharisa, Dini Mulhima Prihatini, Ima Mulyani, Novi Silvia Muthia, Derifa Siti Muttaqien, Kingking Nani Sintiawati Nar Herrhyanto Nenden Ismaurah Nia Kurniawati Nikmatul Khoiriyah Ningsih, Riyani Fitria Novita, Hilda Yulia Nuarida, Eva Bella Nurani, Sani Nurbaini, Ani Nurihayati, Emilya Nurjanah, Ana Nurohmah, Sherly Pawaka, Wahyu Purnamasari, Aas Rachmawati, Sisca Rahayu, Dwi Lestari Rahman, Rani Ramadan, Iman Rini Marwati Rismayanti, Listia Riza Hernawati Saktika Rohmah Fajarwati Saofanita, Saofanita Saripudin, Yusep Setiani, Erna Erawati Setiani, Ira Silviana, Karisma Siti Kania Febriyanti Subandi Subandi Suharyanto H. Soro Sukmawati Kusnadi, Fitria Suryana, Ali Ma’mur Sutrisna, Wawan Asad Taryana, Iwan Vini Rizqi, Vini Waruwu, Fotuho Wira Puspita Yesino, Leonardus Zaman, Badri Zuhri, Saepudin