U-Net is a powerful neural network architecture often used in diffusion models for image generation and restoration tasks. Initially designed for biomedical image segmentation, U-Net has found broader applications due to its ability to effectively capture high-level and low-level features. It employs a symmetric encoder-decoder structure with skip connections that bridge the corresponding encoder and decoder layers. This design allows the network to maintain spatial information lost during down-
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