IEEE transactions on pattern analysis and machine intelligence
Harnessing Lightweight Transformer With Contextual Synergic Enhancement for Efficient 3D Medical Image Segmentation.
Xinyu Liu, Zhen Chen, Wuyang Li, Chenxin Li, Yixuan Yuan
Published: 202510.1109/TPAMI.2025.3640233
Abstract
Transformers have shown remarkable performance in 3D medical image segmentation, but their high computational requirements and need for large amounts of labeled data limit their applicability. To address these challenges, we consider two crucial aspe…
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