Brain tumor segmentation in MRI with multi-modality spatial information enhancement and boundary shape correction

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

TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

Jieneng Chen, Yongyi Lu, Qihang Yu et al. · arXiv (Cornell University) · 2021 · 3.8K citations · Full text

Computing, Computer Science, Health Informatics +15

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

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

IEEE Transactions on Medical Imaging · 2019 · 2.2K citations · Full text

Computing, Biomedical Engineering, Computer Science +15