Neural deformation fields for template-based reconstruction of cortical surfaces from MRI

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Fabian Bongratz, Anne-Marie Rickmann, Christian Wachinger

Published: 01 Jan 2024, Last Modified: 03 Oct 2025Medical Image Anal. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•V2C-Flow, a geometric neural network for cortical surface reconstruction from MRI•Point-to-point correspondence to the input template•Numerical integration of GNN-based mesh deformation layers•Subtle combination of point and regularization losses•State-of-the-art cortical surfaces on internal and external datasets•Seamless integration into neuroimaging pipelines for follow-up analyses