Konstantinos Kamnitsas

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 · 3.4K citations · Full text

Dual Pathway, Convolutional Neural Network, Engineering +24

Anatomically Constrained Neural Networks (ACNNs): Application to Cardiac Image Enhancement and Segmentation

Ozan Oktay, Enzo Ferrante, Konstantinos Kamnitsas et al. · IEEE Transactions on Medical Imaging · 2017 · 724 citations · Full text

ISLES 2015 - A public evaluation benchmark for ischemic stroke lesion segmentation from multispectral MRI

Oskar Maier, Bjoern Menze, Janina von der Gablentz et al. · Medical Image Analysis · 2016 · 518 citations · Full text

Engineering, Cerebrovascular Disease, Isles 2015 +17

Domain Generalization via Model-Agnostic Learning of Semantic Features

Qi Dou, Daniel C. Castro, Konstantinos Kamnitsas et al. · arXiv (Cornell University) · 2019 · 428 citations · Full text

Artificial Intelligence, Few-shot Learning, Engineering +19

DeepCut: Object Segmentation From Bounding Box Annotations Using Convolutional Neural Networks

Martin Rajchl, Matthew C. H. Lee, Ozan Oktay et al. · IEEE Transactions on Medical Imaging · 2016 · 410 citations · Full text