As most of the current medical image segmentation models are limited in the U-shaped structure, to some extent the deep convolutional neural network (CNN) structure design is hard to be accomplished.

In the industrial field, rock slices are often used to observe the characteristics of dolomite. Aiming at the problem of the adhesion and unclear segmentation of dolomite mineral facies components, an ...

UNet++, a convolutional neural network dedicated for biomedical image segmentation, was designed, and applied in 2018 by (Zhou et al., 2018). UNet++ was basically designed to overcome some of the ...

Understanding UNet, Swin Transformer, and CNN What is UNet? UNet is a specialized type of convolutional network, particularly well-suited for semantic segmentation tasks. The architecture consists ...