Health system learning achieves generalist neuroimaging models

arXiv — cs.CVTuesday, November 25, 2025 at 5:00:00 AM
  • Recent advancements in artificial intelligence have led to the development of NeuroVFM, a generalist neuroimaging model trained on 5.24 million clinical MRI and CT volumes. This model was created through a novel approach called health system learning, which utilizes uncurated data from routine clinical care, addressing the limitations faced by existing AI models that lack access to private clinical data.
  • The introduction of NeuroVFM is significant as it enhances the performance of AI in neuroimaging tasks, which have historically been underrepresented in public datasets. This advancement could lead to improved diagnostic capabilities in clinical settings, ultimately benefiting patient care and outcomes.
  • The emergence of models like NeuroVFM highlights a broader trend in AI where the integration of specialized clinical data is becoming crucial for developing effective AI solutions in healthcare. This shift underscores the ongoing dialogue about the importance of data accessibility and the ethical considerations surrounding the use of private medical information in training AI systems.
— via World Pulse Now AI Editorial System

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