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Open access Jul 2026

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

Accurate building damage assessment from satellite imagery is essential for post-disaster response and recovery. Most deep learning approaches treat this task as semantic segmentation, producing pixel-level damage maps without separating individual buildings. This formulation inherently limits reliable per-building dam...

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

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