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Review Open access Oct 2026

Vision–Language Models in Ultrasound Imaging: A Comprehensive Review

Ultrasound vision–language models (US-VLMs) must interpret operator-dependent images and dynamic examinations while linking visual evidence to clinical language. This review synthesizes 32 formally published studies identified through a three-database search. We apply an operational three-axis taxonomy: the interaction...

Ze-Yuan Tang, Shu-Kang Zhang, Huan-Jun Wang et al. · 0 citations
Jul 2026

Structure-Aware Attention Prototype Network for Cross-Modality Few-Shot Brain Tumor Segmentation

Multi-modal magnetic resonance imaging (MRI) plays a crucial role in brain tumor diagnosis. However, the substantial physiological sensitivity discrepancies across imaging modalities create a severe domain gap that challenges current cross-modality segmentation methods. Many unsupervised domain adaptation (UDA) approac...

Liang Sun, Ling-Yao Zhu, Jun-Yong Zhao et al. · 0 citations

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