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

> Source: <https://dev.to/voxel51/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era-4a4>
> Published: 2026-05-29 15:13:57+00:00

Join us on June 9 for a virtual workshop to learn how to handle expert label disagreement and build high performing fine-tuned medical foundation models for clinical imaging tasks.

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 fails, and which data is needed to move the model’s performance forward.

**You’ll learn how to:**