From histology to diagnosis: Leveraging pathology foundation models for glioma classification

Download PDF
Open Webpage

Camillo Saueressig, Claire Delbridge, Daniel Scholz, Azar Kazemi, Mohammad Zaid Khan, Marie Metz, Bernhard Meyer, Meike Mitsdoerffer, Peter J. Schüffler, Benedikt Wiestler

Published: 01 Jan 2025, Last Modified: 09 Nov 2025Comput. Biol. Medicine 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We benchmark 5 foundation models and examine their patch embedding properties.•Foundation models capture dataset-specific noise which impairs generalization.•Random convolutions are an effective data augmentation technique for computational pathology.