@article{ART003176591},
author={Jae-Guk Shin and Min-Seok Kim and Seung-Bo Park},
title={Improving Character Recognition by Using Metadata on Personal Attributes},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={2},
pages={45-51}
TY - JOUR
AU - Jae-Guk Shin
AU - Min-Seok Kim
AU - Seung-Bo Park
TI - Improving Character Recognition by Using Metadata on Personal Attributes
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 2
PB - The Korean Society Of Computer And Information
SP - 45
EP - 51
SN - 1598-849X
AB - This study proposes a metadata-based approach to enhance the accuracy of character recognition through facial detection and similarity measurement. Collecting attribute metadata such as gender, race, and headwear status, and adjusting the deep learning model’s weights using a proposed weight adjustment formula, overcome the limitations of existing methods and enhance recognition reliability across diverse environments. Experimental results demonstrate that the approach achieves high accuracy even in constrained environments and proves the significance of weight adjustments through metadata in enhancing character recognition performance. Future research will focus on expanding data diversity and developing robust models resistant to environmental factors like lighting changes to achieve greater reliability and generalization.
KW - Character Recognition;Metadata-Based Approach;Facial Similarity Measurement;Weight Adjustment;Artificial Intelligence
DO -
UR -
ER -
Jae-Guk Shin, Min-Seok Kim and Seung-Bo Park. (2025). Improving Character Recognition by Using Metadata on Personal Attributes. Journal of The Korea Society of Computer and Information, 30(2), 45-51.
Jae-Guk Shin, Min-Seok Kim and Seung-Bo Park. 2025, "Improving Character Recognition by Using Metadata on Personal Attributes", Journal of The Korea Society of Computer and Information, vol.30, no.2 pp.45-51.
Jae-Guk Shin, Min-Seok Kim, Seung-Bo Park "Improving Character Recognition by Using Metadata on Personal Attributes" Journal of The Korea Society of Computer and Information 30.2 pp.45-51 (2025) : 45.
Jae-Guk Shin, Min-Seok Kim, Seung-Bo Park. Improving Character Recognition by Using Metadata on Personal Attributes. 2025; 30(2), 45-51.
Jae-Guk Shin, Min-Seok Kim and Seung-Bo Park. "Improving Character Recognition by Using Metadata on Personal Attributes" Journal of The Korea Society of Computer and Information 30, no.2 (2025) : 45-51.
Jae-Guk Shin; Min-Seok Kim; Seung-Bo Park. Improving Character Recognition by Using Metadata on Personal Attributes. Journal of The Korea Society of Computer and Information, 30(2), 45-51.
Jae-Guk Shin; Min-Seok Kim; Seung-Bo Park. Improving Character Recognition by Using Metadata on Personal Attributes. Journal of The Korea Society of Computer and Information. 2025; 30(2) 45-51.
Jae-Guk Shin, Min-Seok Kim, Seung-Bo Park. Improving Character Recognition by Using Metadata on Personal Attributes. 2025; 30(2), 45-51.
Jae-Guk Shin, Min-Seok Kim and Seung-Bo Park. "Improving Character Recognition by Using Metadata on Personal Attributes" Journal of The Korea Society of Computer and Information 30, no.2 (2025) : 45-51.
