Preprint
Aug 2026
Evaluating the Diagnostic Robustness of Vision-Language Models Under Visual and Textual Perturbations
This work utilizes a histopathology-validated brain MRI dataset to systematically assess the diagnostic robustness of four VLM families under evidence-preserving perturbations, and reveals significant vulnerabilities in presentation-order stability.
Ali Khoramfar, M. Dousti, Alireza Mohamadian et al.
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