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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Chenxi Huang

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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
Open access Aug 2026

Asymmetric dual-path structural consistency for semi-supervised medical image segmentation

Deep neural networks have achieved remarkable progress in medical image segmentation, but their performance still depends heavily on large-scale pixel-level annotations. Semi-supervised learning (SSL) alleviates this burden by leveraging unlabeled data, yet conventional teacher–student frameworks often suffer from erro...

Xi Lin, Zhaoye Wu, Le Zhang et al. · 0 citations

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