Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections

Max Kirchner, Alexander C. Jenke, Sebastian Bodenstedt +5

Purpose: Data privacy regulations hinder the creation of generalizable foundation models (FMs) for surgery by preventing multi-institutional data aggregation. This study investigat…