@article{ART003139149},
author={Jun-oh Lim and Woo-jin Choi and Bongjun Choi},
title={Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={11},
pages={41-48},
doi={10.9708/jksci.2024.29.11.041}
TY - JOUR
AU - Jun-oh Lim
AU - Woo-jin Choi
AU - Bongjun Choi
TI - Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model
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 - 41
EP - 48
SN - 1598-849X
AB - This paper propose an automatic labeling system for fashion items in images by combining one of the object detection models, YOLO(You Only Look Once), with a high-level classification object detection model. After detecting the primary fashion items, TOP and BOTTOM, in an image, the system analysis the bounding boxes of the detected objects and removes redundant or unnecessary bounding boxes through preprocessing to extract bounding boxes with accurate location information. The extracted bounding boxes are compared to the classes defined by the high-level object detection model with coordinate normalization to perform automatic labeling by matcing the input fashion item types. The system's performance was evaluated on 10,000 fashion images and corresponding test data, and 8,192 images were found to be correctly labeled. This demonstrates a significant improvement in efficiency over manual labeling methods, showing the system's practical contribution to large-scale fashion image data processing.
KW - Labeling;Fashion;YOLO(You Only Look Once);Bounding Box;Object Detection
DO - 10.9708/jksci.2024.29.11.041
ER -
Jun-oh Lim, Woo-jin Choi and Bongjun Choi. (2024). Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model. Journal of The Korea Society of Computer and Information, 29(11), 41-48.
Jun-oh Lim, Woo-jin Choi and Bongjun Choi. 2024, "Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model", Journal of The Korea Society of Computer and Information, vol.29, no.11 pp.41-48. Available from: doi:10.9708/jksci.2024.29.11.041
Jun-oh Lim, Woo-jin Choi, Bongjun Choi "Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model" Journal of The Korea Society of Computer and Information 29.11 pp.41-48 (2024) : 41.
Jun-oh Lim, Woo-jin Choi, Bongjun Choi. Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model. 2024; 29(11), 41-48. Available from: doi:10.9708/jksci.2024.29.11.041
Jun-oh Lim, Woo-jin Choi and Bongjun Choi. "Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model" Journal of The Korea Society of Computer and Information 29, no.11 (2024) : 41-48.doi: 10.9708/jksci.2024.29.11.041
Jun-oh Lim; Woo-jin Choi; Bongjun Choi. Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model. Journal of The Korea Society of Computer and Information, 29(11), 41-48. doi: 10.9708/jksci.2024.29.11.041
Jun-oh Lim; Woo-jin Choi; Bongjun Choi. Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model. Journal of The Korea Society of Computer and Information. 2024; 29(11) 41-48. doi: 10.9708/jksci.2024.29.11.041
Jun-oh Lim, Woo-jin Choi, Bongjun Choi. Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model. 2024; 29(11), 41-48. Available from: doi:10.9708/jksci.2024.29.11.041
Jun-oh Lim, Woo-jin Choi and Bongjun Choi. "Automatic Fashion Item Labeling System Using YOLO and a High-Level Object Detection Model" Journal of The Korea Society of Computer and Information 29, no.11 (2024) : 41-48.doi: 10.9708/jksci.2024.29.11.041
