Publication: IEICE TRANSACTIONS on Information and Systems Publication Date: 2025/10/01 Vol. E108-DNo. 10pp. 1230-1238 Type of Manuscript: PAPER Category: Image Processing and Video Processing Keyword: image-text retrieval, vision-language pre-training, modality gap,