Wang, N. and Qu, J. 2025. Research on Deep Learning-Based Methods for Matching Traffic Sign Images with Textual Captions. ECTI Transactions on Computer and Information Technology (ECTI-CIT). 19, 3 (Jul. 2025), 379–391. DOI:https://doi.org/10.37936/ecti-cit.2025193.262155.