HmsU-Net: A hybrid multi-scale U-net based on a CNN and transformer for medical image segmentation

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Ze Liu, Yutong Lin, Yue Cao et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 30.1K citations

Computing, Computer Science, Computer Vision +16

An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov et al. · arXiv (Cornell University) · 2020 · 21.6K citations · Full text

Computing, Computer Science, Computer Vision +14

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

Attention U-Net: Learning Where to Look for the Pancreas

Ozan Oktay, Jo Schlemper, Loïc Le Folgoc et al. · arXiv (Cornell University) · 2018 · 4.6K 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