Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
TGIAlign: Text-guided dual-branch bidirectional framework for cross-modal semantic alignment in medical vision-language.
Wenhua Li, Lifang Wang, Min Zhao, Xingzhang Lü, Linwen Yi
Published: 202610.1016/j.compmedimag.2025.102694
Abstract
Medical image-text alignment remains challenging due to subtle lesion patterns, heterogeneous vision-language semantics, and the lack of lesion-aware guidance during visual encoding. Existing methods typically introduce textual information only after…
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