Francesco Di Salvo

Layer Selection in VLMs for Zero-Shot OOD Detection via Multi-Resolution Entropy Estimation

Out-of-distribution (OOD) detection is crucial for safe deployment of medical AI systems, where domain shifts arise across institutions, acquisition protocols, and patient populations. VLMs enable zero-shot OOD detection by embedding images into a language-aligned latent space, where cross-modal similarity serves as a...