AI Pipelines for Epilepsy Detection: From MRI to Clinical Decision Support

Date:

This talk presents recent advances in developing AI pipelines for epilepsy detection and presurgical decision-making using arterial spin labeling MRI and foundational models for neurological disease prediction.

Key Topics:

  • Adaptive metadata-guided supervised contrastive learning
  • Arterial spin labeling MRI analysis for epilepsy
  • Integration of foundational models in clinical workflows
  • Presurgical planning and decision support systems

The presentation covers both theoretical foundations and practical implementation of these AI systems in clinical settings, with emphasis on validation and clinical deployment considerations.”Talk 1 on Relevant Topic in Your Field” collection: talks type: “Talk” permalink: /talks/2012-03-01-talk-1 venue: “UC San Francisco, Department of Testing” date: 2012-03-01 location: “San Francisco, CA, USA” —

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