no code implementations • 17 Sep 2022 • Virginia Fernandez, Walter Hugo Lopez Pinaya, Pedro Borges, Petru-Daniel Tudosiu, Mark S Graham, Tom Vercauteren, M Jorge Cardoso
Data augmentation is often used to artificially increase the variability in the data distribution and improve model generalisability.
1 code implementation • 21 May 2022 • Mark S Graham, Petru-Daniel Tudosiu, Paul Wright, Walter Hugo Lopez Pinaya, U Jean-Marie, Yee Mah, James Teo, Rolf H Jäger, David Werring, Parashkev Nachev, Sebastien Ourselin, M Jorge Cardoso
We find all of these approaches are unsuitable for safe segmentation as they provide confidently wrong predictions when operating OOD.