Robustness Analysis of Foundational Segmentation Models Against Real-World Perturbations

Foundational segmentation models exhibit vulnerabilities to compression-induced corruptions, but multimodal models show competitive resilience in zero-shot scenarios. Certain object categories demonstrate enhanced robustness across models.