Keywords: AI/ML Software, Cardiovascular, TAVI planning
Motivation: Contrast-enhanced CT is the gold-standard for TAVI planning but is not suitable for patients with kidney disease. Contrast-free MRI-guided planning is a reliable alternative, offering similar accuracy and implantation success.
Goal(s): Propose a fully-automated pipeline for TAVI planning using contrast-free MRI. Segmenting the Aortic Annulus and identifying the coronary ostias.
Approach:
Results: MAE AA diameter of 2.279±0.922mm, AA axial direction RMSE of 2.671±1.111mm and ostium MAE of 2.24±1.63mm.
Impact: Our CMR based TAVI planning algorithm advances by automating pre-procedural assessments without iodinated contrast. For the AA segmentation, the double-network architecture and the unwrapping technique effectively address the challenge of segmenting a virtual plane. Blind tests reafirm our results.
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