Explicit topological priors for deep-learning based image segmentation using persistent homology

James R. Clough, Ilkay Oksuz, Nicholas Byrne +2

We present a novel method to explicitly incorporate topological prior knowledge into deep learning based segmentation, which is, to our knowledge, the first work to do so. Our meth…