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Lei Shi

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Open access Aug 2026

TSPFusion: Tri-stream and prototype network for learning detail-semantic fusion in medical image segmentation

A tri-stream interaction paradigm replacing symmetric skip connections with directional fusion among semantic, spatial, and decoder-propagated streams at each decoding stage, and a Global Prototype Bank that captures dataset-level anatomical regularities via attention-based retrieval and gated EMA updates, providing pe...

Mohammed A. M. Elhassan, Qian-Fa Yuan, Zhizhong Xu et al. · 0 citations

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