PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology

arXiv:2405.10254v1 Announce Type: cross
Abstract: Foundation models in computational pathology promise to unlock the development of new clinical decision support systems and models for precision medicine. However, there is a mismatch between most clinical analysis, which is defined at the level of one or more whole slide images, and foundation models to date, which process the thousands of image tiles contained in a whole slide image separately. The requirement to train a network to aggregate information across a large number …

abstract analysis arxiv clinical computational cs.cv cs.lg decision decision support development eess.iv foundation foundation model generative however images medicine modal multi-modal pathology precision precision medicine support systems type