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Artrya · MedTech, AI for Coronary Artery Disease
FDA-Cleared Medical Imaging
2 FDA 510(k) cleared AI models
Overview
Led ML model development and MLOps for clinical AI products analyzing coronary CT scans. Two of the models developed received FDA 510(k) clearance for commercial use: stenosis estimation and plaque classification.
Approach
3D CNN attention mechanism architectures for coronary CT analysis
“Regulated, high-stakes environment requiring rigorous clinical validation, regulatory submission work, and diagnostic accuracy that directly impacts patient outcomes.”
Technologies
PyTorchTensorFlowSageMakerMLflow3D CNNs