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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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Mohammed Bennamoun

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Open access Jul 2026

Insta-BDA: Instance-Aware Building Damage Assessment and Counting via Foundation Model Fusion

Results suggest that integrating foundation model segmentation with change detection offers a practical pathway toward operational, instance-level building damage assessment, and investigate two fusion strategies—a rule-based approach (Insta-BDA-RB) and a learnable variant (Insta-BDA-MLP)—using a compact multilayer per...

Beyza Gürer, Shaaban A. Sahmoud, Mohammed Bennamoun et al. · 0 citations

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