Volkan Beylergil

"Why Is There a Tumor?": Tell Me the Reason, Show Me the Evidence

Medical AI models excel at tumor detection and segmentation. However, their latent representations often lack explicit ties to clinical semantics, producing outputs less trusted in clinical practice. Most of the existing models generate either segmentation masks/labels (localizing where without why)…