2026
BiPA: Bilevel Prompt Adaptation for Underwater Instance Segmentation
CVPR 2026
Underwater instance segmentation is essential for fine-grained scene understanding. However, underwater imagery exhibits a strong domain gap from in-air vision due to severe degradation (e.g., turbidity). Consequently, despite its general segmentation ability, SAM degrades sharply underwater. In thi