请将下面这段话以学术地角度写地更加简洁精炼：In recent years U-shaped neural networks featuring encoder and decoder structures have gained popularity in the field of medical image segmentation Various variants of this model

Recently, encoder-decoder neural networks with a "U-shaped" architecture have become popular for medical image segmentation. These models have been subject to several modifications and improvements.