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Open access Sep 2026

Frequency-aware sparse token vision transformer for medical image segmentation

Accurate segmentation of organs and lesions in medical images is essential for clinical applications such as diagnosis, prognosis, and treatment planning. Vision transformer (ViT)-based models have demonstrated strong performance in medical image segmentation by modeling long-range dependencies through self-attention m...

Jun-Lin Sun, Jie Wang, Jian-Zhao Liu · 1 citation

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