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SCH: Generative Imaging Models for Verifying and Explaining Machine Learning Systems in He — NSF Award to University of Virginia M

Artificial intelligence - in particular, deep learning - is rapidly being developed for healthcare systems with great potential to improve disease diagnosis, treatment planning, and patient monitoring. However, the translation of these powerful models from research and development to everyday clinical use is being held

Award titleSCH: Generative Imaging Models for Verifying and Explaining Machine Learning Systems in He
Award ID2501059
AwardeeUniversity of Virginia Main Campus
CityCHARLOTTESVILLE
StateVA
Amount obligated$1,000,000
Principal investigatorPreston Fletcher
ProgramSmart and Connected Health
Start date09/15/2025
AbstractArtificial intelligence - in particular, deep learning - is rapidly being developed for healthcare systems with great potential to improve disease diagnosis, treatment planning, and patient monitoring. However, the translation of these powerful models from research and development to everyday clinical use is being held back by the lack of trustworthiness in these systems. This project will explore strategies and develop methods for ensuring the robustness of deep-learning models in healthcare ap
SourceNSF Awards

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