Concepedia

Stacked dilated convolutions and asymmetric architecture for U-Net-based medical image segmentation

Shuhang Wang, Vivek Kumar Singh, Eugene Cheah, Xiaohong Wang, Qian Li, Shinn‐Huey S. Chou, Constance D. Lehman, Viksit Kumar, Anthony E. Samir

Computers in Biology and Medicine · 2022 · 29 citations · 28 references

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28

Xception: Deep Learning with Depthwise Separable Convolutions

François Chollet · 2017 · 19K citations

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UNet++: A Nested U-Net Architecture for Medical Image Segmentation

Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh et al. · Lecture notes in computer science · 2018 · 9K citations · Full text

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

Nature Methods · 2020 · 8.6K citations · Full text

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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

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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

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