Atlas-independent brain connectome analysis at voxel-level granularity: graph convolutional networks for etiology classification in newborns
Anna Speckert, Lukas Gianinazzi, Sepp Kollmorgen, Cornelia Franziska Hagmann, Patrice Grehten, Raimund Kottke, Giancarlo Natalucci, Beatrice Latal, Walter Knirsch, Ruth Tuura, Spina Bifida Study Group Zurich, Torsten Hoefler, Jakab András
This paper uses graph convolutional networks to classify neonatal brain connectomes by etiology at voxel-level granularity, achieving higher classification performance than atlas-based methods and a multilayer perceptron baseline.
NeuroImage · Nov 1, 2025Peer-reviewedNeuroscience