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cs.CV2026
Cross-Dataset Transfer and Unknown-Class Detection in Imbalanced SAR Ship Classification
Ch Muhammad Awais, Marco Reggiannini, Davide Moroni +1
Ship classification from Synthetic Aperture Radar (SAR) imagery is a critical computer vision task, yet the robustness of models under deployment shifts remains unclear. While mode…
cs.CV2026
Enhancing Foundation Models for Imbalanced SAR Ship Classification via Targeted Oversampling
Ch Muhammad Awais, Marco Reggiannini, Davide Moroni
Remote-sensing foundation models offer strong representations for SAR imagery, but their behavior under severe long-tail class imbalance is still not well characterized. We benchma…