Table 4 Ablation experiments on the potsdam dataset.
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 |