Benchmarking foundation models for tumor segmentation across multiple cancer types
The robustness analysis reveals a trade-off: MedSAM tolerates prompt perturbations, while Medical SAM 2 achieves higher accuracy but degrades under box tightening and spatial shifts, supporting the use of SAM-based models for multi-cancer segmentation, while showing that reliability depends on prompt quality and anatom...