Author

M. Reggiannini

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#artificial intelligence Preprint Open access Sep 2026

Cross-Dataset Transfer and Unknown-Class Detection in Imbalanced SAR Ship Classification

Six pretrained models on two SAR ship datasets are evaluated in in-domain classification, cross-dataset transfer, and unknown-class detection, showing that cross-dataset generalization in SAR remains limited and that task-specific uncertainty scores are often more informative than MC-dropout variance for held-out-class...

Ch Muhammad Awais, M. Reggiannini, Davide Moroni et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Enhancing Foundation Models for Imbalanced SAR Ship Classification via Targeted Oversampling

Remote-sensing foundation models offer strong representations for SAR imagery, but their behavior under severe long-tail class imbalance is still not well characterized, so four oversampling methods in embedding space exclusively to minority classes are applied and a lightweight classifier head is trained on the augmen...

Ch Muhammad Awais, M. Reggiannini, Davide Moroni · 0 citations