Table 2 Results of ablation experiments.
Backbone | Dilation | Focus | ASPP | Accuracy (%) | Recall (%) | FWIOU (%) | mFWIOU (%) |
|---|---|---|---|---|---|---|---|
SE-ResNeXt (baseline) | Â | Â | Â | 79.96 | 81.41 | 67.83 | 58.13 |
SE-ResNeXt + dilation | \(\checkmark\) | Â | Â | 81.07 | 81.92 | 69.00 | 59.11 |
SE-ResNeXt + focus | Â | \(\checkmark\) | Â | 80.56 | 80.90 | 67.91 | 58.07 |
SE-ResNeXt + ASPP | Â | Â | \(\checkmark\) | 81.27 | 80.93 | 68.45 | 58.57 |
SE-ResNeXt + dilation + focus | \(\checkmark\) | \(\checkmark\) | Â | 81.47 | 81.68 | 69.11 | 59.32 |
SE-ResNeXt + focus + ASPP | Â | \(\checkmark\) | \(\checkmark\) | 81.24 | 81.32 | 68.69 | 58.79 |
SE-ResNeXt + dilation + ASPP | \(\checkmark\) | Â | \(\checkmark\) | 81.47 | 81.13 | 68.71 | 59.06 |
StairNet | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | 81.49 | 81.91 | 69.31 | 59.51 |
