sentence1: in order to preserve more content details , we use a 3d u-net like architecture in the generator instead of the vanilla encoder-decoder structure .
sentence2: without using a basic encoder-decoder network as the generator unit , we propose to use u-net with skip connections that help to improve the quality of the output image .