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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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Hai-Han Lin

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Oct 2026

ACESemiCD: an adaptive change-aware enhanced semi-supervised change detection method based on consistency regularization

ABSTRACT Semi-supervised change detection (SSCD) leverages limited labelled data in conjunction with abundant unlabelled data to reduce pixel-level annotation costs and enhance model generalization. However, consistency-regularized SSCD approaches still face two key issues: (1) limited initial annotations increase pred...

Shuang Chen, Xiao-Qin Wang, Hai-Han Lin et al. · 0 citations

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