Intraoperative organ motion models with an ensemble of conditional generative adversarial networks

In this paper, we describe how a patient-specific, ultrasound-probe-induced prostate motion model can be directly generated from a single preoperative MR image. Our motion model allows for sampling from the conditional distribution of dense displacement fields, is encoded by a generative neural netw...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Hu, Y, Gibson, E, Vercauteren, T, Ahmed, HU, Emberton, M, Moore, CM, Noble, JA, Barratt, DC
Format: Conference item
Sprache:English
Veröffentlicht: Springer 2017