HistoEncoder: A Foundation Model for Prostate Cancer Digital Pathology Outperforms ImageNet-based Models

A novel foundation model, HistoEncoder, trained on a vast dataset of prostate tissue images, demonstrates superior performance in prostate cancer detection and mortality prediction compared to models pre-trained on natural images, achieving high accuracy with significantly less data and computational resources.