Evaluating the Diagnostic Robustness of Vision-Language Models Under Visual and Textual Perturbations

Ali Khoramfar, Mohammad Javad Dousti, Alireza Mohamadian +1

Standard accuracy metrics for VLMs often mask significant reliability failures in sensitive domains. In this work, we utilize a histopathology-validated brain MRI dataset to system…