no code implementations • 26 Jan 2021 • Hassan Muhammad, Chensu Xie, Carlie S. Sigel, Michael Doukas, Lindsay Alpert, William R. Jarnagin, Amber Simpson, Thomas J. Fuchs
EPIC-Survival bridges encoding and aggregation into an end-to-end survival modelling approach, while introducing stratification boosting to encourage the model to not only optimize ranking, but also to discriminate between risk groups.
no code implementations • MIDL 2019 • Chensu Xie, Hassan Muhammad, Chad M. Vanderbilt, Raul Caso, Dig Vijay Kumar Yarlagadda, Gabriele Campanella, Thomas J. Fuchs
A loss with respect to the slide label is backpropagated through an integrated CNN model to $k$ input tiles that are used to represent each part.