@article{ART002908028},
author={Jung-In An and Yoon Kim and Hyun-Soo Choi},
title={Small-Scale Object Detection Label Reassignment Strategy},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2022},
volume={27},
number={12},
pages={77-84},
doi={10.9708/jksci.2022.27.12.077}

TY - JOUR
AU - Jung-In An
AU - Yoon Kim
AU - Hyun-Soo Choi
TI - Small-Scale Object Detection Label Reassignment Strategy
JO - Journal of The Korea Society of Computer and Information
PY - 2022
VL - 27
IS - 12
PB - The Korean Society Of Computer And Information
SP - 77
EP - 84
SN - 1598-849X
AB - In this paper, we propose a Label Reassignment Strategy to improve the performance of an object detection algorithm. Our approach involves two stages: an inference stage and an assignment stage. In the inference stage, we perform multi-scale inference with predefined scale sizes on a trained model and re-infer masked images to obtain robust classification results. In the assignment stage, we calculate the IoU between bounding boxes to remove duplicates. We also check box and class occurrence between the detection result and annotation label to re-assign the dominant class type. We trained the YOLOX-L model with the re-annotated dataset to validate our strategy. The model achieved a 3.9% improvement in mAP and 3x better performance on AP_S compared to the model trained with the original dataset. Our results demonstrate that the proposed Label Reassignment Strategy can effectively improve the performance of an object detection model.
KW - Artificial Intelligence;Object Detection;Dataset Refinement;Dataset Reassignment
DO - 10.9708/jksci.2022.27.12.077
ER -

Jung-In An, Yoon Kim and Hyun-Soo Choi. (2022). Small-Scale Object Detection Label Reassignment Strategy. Journal of The Korea Society of Computer and Information, 27(12), 77-84.

Jung-In An, Yoon Kim and Hyun-Soo Choi. 2022, "Small-Scale Object Detection Label Reassignment Strategy", Journal of The Korea Society of Computer and Information, vol.27, no.12 pp.77-84. Available from: doi:10.9708/jksci.2022.27.12.077

Jung-In An, Yoon Kim, Hyun-Soo Choi "Small-Scale Object Detection Label Reassignment Strategy" Journal of The Korea Society of Computer and Information 27.12 pp.77-84 (2022) : 77.

Jung-In An, Yoon Kim, Hyun-Soo Choi. Small-Scale Object Detection Label Reassignment Strategy. 2022; 27(12), 77-84. Available from: doi:10.9708/jksci.2022.27.12.077

Jung-In An, Yoon Kim and Hyun-Soo Choi. "Small-Scale Object Detection Label Reassignment Strategy" Journal of The Korea Society of Computer and Information 27, no.12 (2022) : 77-84.doi: 10.9708/jksci.2022.27.12.077

Jung-In An; Yoon Kim; Hyun-Soo Choi. Small-Scale Object Detection Label Reassignment Strategy. Journal of The Korea Society of Computer and Information, 27(12), 77-84. doi: 10.9708/jksci.2022.27.12.077

Jung-In An; Yoon Kim; Hyun-Soo Choi. Small-Scale Object Detection Label Reassignment Strategy. Journal of The Korea Society of Computer and Information. 2022; 27(12) 77-84. doi: 10.9708/jksci.2022.27.12.077

Jung-In An, Yoon Kim, Hyun-Soo Choi. Small-Scale Object Detection Label Reassignment Strategy. 2022; 27(12), 77-84. Available from: doi:10.9708/jksci.2022.27.12.077

Jung-In An, Yoon Kim and Hyun-Soo Choi. "Small-Scale Object Detection Label Reassignment Strategy" Journal of The Korea Society of Computer and Information 27, no.12 (2022) : 77-84.doi: 10.9708/jksci.2022.27.12.077