{"slug": "june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era", "title": "June 9 - Visual AI in Healthcare: Ground Truth in the Foundation-Model Era", "summary": "Voxel51 is hosting a June 9 virtual workshop on building high-performing fine-tuned medical foundation models for clinical imaging tasks. The session will address how expert label disagreement becomes a dominant cause of model failures when fine-tuning models like UNI, MedSAM2, and BiomedCLIP on small datasets. Attendees will learn to surface and analyze disputed ground truth in FiftyOne, fine-tune a model on cleaned data, and evaluate performance to identify where additional data is needed.", "body_md": "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.\n\nMedical 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.\n\n**You’ll learn how to:**", "url": "https://wpnews.pro/news/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era", "canonical_source": "https://dev.to/voxel51/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era-4a4", "published_at": "2026-05-29 15:13:57+00:00", "updated_at": "2026-05-29 15:43:14.659238+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "computer-vision", "ai-research", "ai-tools"], "entities": ["UNI", "MedSAM2", "BiomedCLIP", "FiftyOne"], "alternates": {"html": "https://wpnews.pro/news/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era", "markdown": "https://wpnews.pro/news/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era.md", "text": "https://wpnews.pro/news/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era.txt", "jsonld": "https://wpnews.pro/news/june-9-visual-ai-in-healthcare-ground-truth-in-the-foundation-model-era.jsonld"}}