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. 2024 May 30;7:1406806. doi: 10.3389/frai.2024.1406806

Table 1.

Comparison of the architectures which are used in the segmentation task.

Feature/model UNet UNet++ FPN LinkNet PSPNet MANet
Skip connections Yes Nested Yes Yes No No
Nested architecture No Yes No No No No
Feature pyramid No No Yes Yes No No
Multi-scale features No Yes No Yes Yes No
Attention mechanisms No No No No No Yes