Table 5 Compare the parameters and FLOPs of different models on the Crack756.

From: A lightweight crack segmentation network based on the importance-enhanced Mamba model

Models

Architecture

Parameters (M) ↓

FLOPs(G) ↓

U-Net16

CNN

28.2

34.6

U-Net +  + 17

CNN

46.1

50.9

DeepCrack18

CNN

37.3

102.7

TransUNet29

Transformer

81.5

64.2

SwinCrack30

Transformer

86.1

93.7

VM-UNet32

Mamba

16.3

9.1

U-Mamba44

Mamba

15.2

8.5

Ours

Mamba

10.6

6.2

  1. Significant values are in [bold].
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