TBKIN: Threshold-based explicit selection for enhanced cross-modal semantic alignments.

Vision-language models aim to seamlessly integrate visual and linguistic information for multi-modal tasks, demanding precise semantic alignments between image-text pairs while minimizing the influence of irrelevant data. While existing methods leverage intra-modal and cross-modal knowledge to enhan...

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Bibliographic Details
Main Authors: Zihan Guo, Xiang Shen, Chongqing Chen
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0325543
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