Table 4 Ablation experiments on the potsdam dataset.

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

Baseline (UNetFormer)

BAM

BFM

MSC-ASPP

OA

MF1

MIoU

UNetFormer

   

91.63

90.54

84.74

UNetFormer + BAM

\(\surd\)

  

92.23

91.29

85.80

UNetFormer + MSC-ASPP

  

\(\surd\)

92.33

91.39

85.94

UNetFormer + BAM + BFM

\(\surd\)

\(\surd\)

 

92.20

91.30

85.90

UNetFormer + BAM + MSC-ASPP

\(\surd\)

 

\(\surd\)

92.37

91.40

86.04

UNetFormer + BAM + BFM + MSC-ASPP

\(\surd\)

\(\surd\)

\(\surd\)

92.43

91.56

86.12