Table 9 Comparison of parameter counts and computational complexity of models.

From: A multi-scale remote sensing semantic segmentation model with boundary enhancement based on UNetFormer

Model

FLOPS (G)

Para (MB)

SegFormer

44.30

3.72

UNetMamba

100.52

14.76

LOGCAN++

123.69

30.90

SFA-Net

42.80

10.70

UNetFormer

47.63

11.40

Ours

84.20

20.10