u-net

Definition

An encoder–decoder network shaped like a U: the encoder downsamples to capture context, the decoder upsamples back to full resolution, and skip connections carry fine spatial detail across at matching resolutions. It was introduced for biomedical image segmentation, where those skip connections preserved boundary precision from limited data. Its second life is as the denoising backbone of diffusion models, usually the intended sense in image-generation work.