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 ### pytorch Implementation of U-Net, R2U-Net, Attention U-Net, Attention R2U-Net
 
 
-U-Net: Convolutional Networks for Biomedical Image Segmentation
+**U-Net: Convolutional Networks for Biomedical Image Segmentation**
 
 https://arxiv.org/abs/1505.04597
 
-Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation
+**Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation**
 
 https://arxiv.org/abs/1802.06955
 
-Attention U-Net: Learning Where to Look for the Pancreas
+**Attention U-Net: Learning Where to Look for the Pancreas**
 
 https://arxiv.org/abs/1804.03999
 
-Attention R2U-Net : Just integration of two recent advanced works R2U-Net, Attention U-Net.
+**Attention R2U-Net : Just integration of two recent advanced works (R2U-Net + Attention U-Net)**
 
 
 ## U-Net