Ezequiel Geremia

Promise Versus Performance: A Faithful Benchmark of Vision-Language Foundation Models Against Specialized AI for Lung Cancer Prediction

Vision-language foundation models (VLMs) have demonstrated broad competence across medical imaging tasks, raising the question of whether they can match purpose-built, specialised AI systems for high-stakes 3D CT screening tasks. This talk presents a retrospective benchmark comparing eight VLM configurations — MedGemma...