@article{ART003139125},
author={In-Bok Jung and Sangmin Suh},
title={YOLOv8-based plastic surface inspector with custom labeling for defect detection},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={11},
pages={11-20},
doi={10.9708/jksci.2024.29.11.011}
TY - JOUR
AU - In-Bok Jung
AU - Sangmin Suh
TI - YOLOv8-based plastic surface inspector with custom labeling for defect detection
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 11
PB - The Korean Society Of Computer And Information
SP - 11
EP - 20
SN - 1598-849X
AB - The rapid advancement of society due to industrialization, particularly through mass production enabled by automation, has led to the production of numerous products. However, it is difficult to ensure that all products are manufactured perfectly without defects. Therefore, identifying defects in products during the production process has become crucial. In modern society, detecting defects in various materials is highly valued. This paper focuses on detecting defects in plastic materials, which are among the most widely used and practical materials. In this study, we manually labeled the dataset, creating a dataset consisting of two classes. We utilized the YOLOv8 (You Only Look Once) model, which is capable of object detection, for training. To ensure fair evaluation, k-Fold Cross Validation was performed, resulting in an average F1 Score of 0.95, mAP50 of 0.97, and mAP50-95 of 0.68.
KW - Plastic Defect;Object Detection;You Only Look Once;Labeling;Deep learning
DO - 10.9708/jksci.2024.29.11.011
ER -
In-Bok Jung and Sangmin Suh. (2024). YOLOv8-based plastic surface inspector with custom labeling for defect detection. Journal of The Korea Society of Computer and Information, 29(11), 11-20.
In-Bok Jung and Sangmin Suh. 2024, "YOLOv8-based plastic surface inspector with custom labeling for defect detection", Journal of The Korea Society of Computer and Information, vol.29, no.11 pp.11-20. Available from: doi:10.9708/jksci.2024.29.11.011
In-Bok Jung, Sangmin Suh "YOLOv8-based plastic surface inspector with custom labeling for defect detection" Journal of The Korea Society of Computer and Information 29.11 pp.11-20 (2024) : 11.
In-Bok Jung, Sangmin Suh. YOLOv8-based plastic surface inspector with custom labeling for defect detection. 2024; 29(11), 11-20. Available from: doi:10.9708/jksci.2024.29.11.011
In-Bok Jung and Sangmin Suh. "YOLOv8-based plastic surface inspector with custom labeling for defect detection" Journal of The Korea Society of Computer and Information 29, no.11 (2024) : 11-20.doi: 10.9708/jksci.2024.29.11.011
In-Bok Jung; Sangmin Suh. YOLOv8-based plastic surface inspector with custom labeling for defect detection. Journal of The Korea Society of Computer and Information, 29(11), 11-20. doi: 10.9708/jksci.2024.29.11.011
In-Bok Jung; Sangmin Suh. YOLOv8-based plastic surface inspector with custom labeling for defect detection. Journal of The Korea Society of Computer and Information. 2024; 29(11) 11-20. doi: 10.9708/jksci.2024.29.11.011
In-Bok Jung, Sangmin Suh. YOLOv8-based plastic surface inspector with custom labeling for defect detection. 2024; 29(11), 11-20. Available from: doi:10.9708/jksci.2024.29.11.011
In-Bok Jung and Sangmin Suh. "YOLOv8-based plastic surface inspector with custom labeling for defect detection" Journal of The Korea Society of Computer and Information 29, no.11 (2024) : 11-20.doi: 10.9708/jksci.2024.29.11.011
