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Efficient-UNet: Low-Cost U-Net Architecture

Updated 6 July 2026
  • Efficient-UNet is a design paradigm that retains the U-shaped structure while substituting expensive components to reduce computation and memory usage.
  • It employs diverse strategies such as EfficientNetV2 encoders, grouped attention, and skip-connection compression to achieve efficiency in segmentation tasks.
  • Empirical results indicate high accuracy in building, road, medical, and remote sensing segmentation while significantly lowering parameters, FLOPs, and memory demands.

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