SIPNet, the U-Net model, used another form of neural network architecture known as "encoder-decoder" that processes an input sequence (encoder) to later be reconstructed back to the original form ...

Advancements in MRI brain tumor segmentation with improved U-net model. ... -Dice loss function, and a four-layer encoder-decoder structure were adopted to improve the proposed model.

U-Net consists of five U-shaped encoder and decoder layers to extract spectral features relating to red-tide species from GOCI images. We compared the performances of U-Nets trained from two datasets ...