Enhancing Segment Anything Model's Performance Through Adversarial Tuning

Introducing ASAM, a novel framework that leverages adversarial tuning to significantly enhance the performance of the Segment Anything Model (SAM) across a diverse range of segmentation tasks without requiring substantial additional data or architectural changes.