Generalised Dice Overlap as a Deep Learning Loss Function for Highly Unbalanced Segmentations

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

Konstantinos Kamnitsas, Christian Ledig, Virginia Newcombe et al. · Medical Image Analysis · 2016 · 3.5K citations · Full text

Computing, Computer Science, Radiology +17

Brain tumor segmentation with Deep Neural Networks

Mohammad Havaei, Axel Davy, David Warde-Farley et al. · Medical Image Analysis · 2016 · 3.2K citations · Full text

Medicine, Oncology, Radiology +14

V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation

Fausto Milletarì, Nassir Navab, Seyed‐Ahmad Ahmadi · 2016 · 1.1K citations · Full text

Computing, Computer Science, Radiology +16

Generalized Overlap Measures for Evaluation and Validation in Medical Image Analysis

William R. Crum, Óscar Cámara, David Hill · IEEE Transactions on Medical Imaging · 2006 · 804 citations

Computing, Radiology, Biomedical Imaging +16

Deep Learning for Medical Image Segmentation

Matthew Lai · arXiv (Cornell University) · 2015 · 96 citations · Full text

Computing, Biomedical Engineering, Neuroscience +16