EANet: Iterative edge attention network for medical image segmentation

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 22.1K citations

Computing, Computer Science, Computer Vision +14

Fully Convolutional Networks for Semantic Segmentation

Evan Shelhamer, Jonathan Long, Trevor Darrell · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 11.1K citations

Computing, Computer Science, Computer Vision +13

nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation

Nature Methods · 2020 · 8.6K citations · Full text

Computing, Biomedical Engineering, Computer Science +13

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh et al. · IEEE Transactions on Medical Imaging · 2019 · 4.1K citations · Full text

Computing, Computer Science, Radiology +17

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