Supervised domain adaptation is required for any functional building damage detection across disasters, reaching Macro-F1 0.5552 on unseen Ida-BD data when combined with unsharp masking.
xView2 solution: 2nd place solution for xView2 challenge,
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Robust Building Damage Detection in Cross-Disaster Settings Using Domain Adaptation
Supervised domain adaptation is required for any functional building damage detection across disasters, reaching Macro-F1 0.5552 on unseen Ida-BD data when combined with unsharp masking.