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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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Hugo Fauvel

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Open access Jul 2026

Advancing roof material mapping: a multi-class deep learning approach on very-high-resolution aerial imagery

This study establishes a methodological baseline for multi-class roof material classification from very-high-resolution RGB imagery acquired over Namur, Belgium, and provides insight into prediction reliability by identifying areas associated with uncertain or implausible classifications.

Coraline Wyard, Hugo Fauvel, Benjamin Palmaerts et al. · 0 citations

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