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Transformer-based detectors can significantly improve damage severity estimation by incorporating ordinal-aware supervision, even surpassing CNN-based models in ordinal consistency.
Forget fancy architectures: simply switching from Adam to SGD can boost Vision Transformer performance by +25 to +38 F1 points in post-tornado damage recognition.
