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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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Zheng Zhou

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Open access Sep 2026

Cross-Year Crop and Land-Cover Classification with Limited Labels

Accurate multi-year crop mapping is often constrained by the cost of constructing dense labels for every target year. This study evaluated a cross-year crop and land-cover classification framework using Sentinel-2 imagery in Jiyuan City, China. Dense semantic-segmentation labels were constructed for three representativ...

Zheng Zhou, Xing-Dong Wang, Jin-Ping Liu et al. · 0 citations

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