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【深層学習】U-Net #まとめ編

yhayato1320.hatenablog.com

Index

U-Net / 2015

応用

R2 U-Net / 2018

  • Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation

U-Net++ / Nested U-Net / 2018

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

  • U-Netの改良版 UNet++ をPyTorchで実装&性能評価

U-Net++ / 2019

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

U-Net 3+ / 2020

  • UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation

Eff U-Net / 2020

  • Eff-UNet: A Novel Architecture for Semantic Segmentation in Unstructured Environment

3D

3D U-Net / 2016

  • 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation

GAN

U-Net GAN / 2020

  • A U-Net Based Discriminator for Generative Adversarial Networks

  • U-Netを識別器に!新たなGAN「U-NetGAN」を解説!

Attention

EAR U-Net / 2021

  • EAR-U-Net: EfficientNet and attention-based residual U-Net for automatic liver segmentation in CT
EfficientNet and Attention-based Residual U-Net

Trans U-Net / 2021

  • TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

  • UNetがさらなる高みへ!TransformerでUNetを強化する

参考