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Open access Sep 2026

Cross-layer semantic alignment and context enhancement network for medical image segmentation

Medical image segmentation aims to accurately delineate organs, tissues, or lesion regions from complex medical images. However, existing hybrid models based on Transformers and convolutional neural networks still suffer from limitations in local detail modeling and cross-layer feature fusion, which often leads to blur...

Bing Liu, Xin-Xin Sun, Ge-Yi Zhan · 0 citations

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