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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

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Jing-Ling Zhang

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Open access Oct 2026

UniMedSeg: Unified Multi-Modal Medical Image Segmentation via Uncertainty-Guided Encoding and Frequency-Spatial Dual-Prompt Decoding

This framework incorporates modality-aware adaptation, cross-layer uncertainty-guided encoding, and a frequency-spatial dual-prompt decoder, wherein the progressive uncertainty propagation mechanism of the encoder suppresses misleading cross-modal features, whereas the decoder disentangles anatomical structure and boun...

Jing-Ling Zhang, Shu-Ting Zheng, Xiang-Fei Liu et al. · 0 citations

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