June 9 - Visual AI in Healthcare: Ground Truth in the Foundation-Model Era

Learn how to handle expert label disagreement and build high performing fine-tuned medical foundation models for clinical imaging tasks. Date, Time and Location Jun 09, 2026 9:00 AM – 10:30 AM PST Online. Register for the Zoom! Medical imaging teams are increasingly fine-tuning foundation models like UNI, MedSAM2, and BiomedCLIP on small in-house datasets. At that scale, label disagreement is a dominant cause of model failures, and the disputed ground truth is what regulators will ask you to defend. We'll build a medical imaging dataset in FiftyOne , surfacing and analyzing the cases where reviewers disagree. From there, we'll fine-tune a foundation model on cleaned data and use FiftyOne to evaluate where our model succeeds and…