From: Bridge-over-water detection via modulated deformable convolution and attention mechanisms
Backbones | \(\mathrm Rec\)(%) | \(\mathrm Rec^{s}\)(%) | \(\mathrm Rec^{m}\)(%) | \(\mathrm Rec^{l}\)(%) | \(\mathrm F1S\)(%) |
---|---|---|---|---|---|
Plain | 72.7 | 54.5 | 76.9 | 89.5 | 71.8 |
Plain+Mdconv | 73.7 | 54.7 | 78.6 | 90.4 | 72.8 |
Plain+Mdconv+CBAM | 75.0 | 57.8 | 78.6 | 91.6 | 74.5 |
Plain+Mdconv+WCSA(CBAM) | 74.5 | 57.8 | 78.4 | 89.9 | 74.7 |
Plain+Mdconv+SCSA(CBAM) | 74.9 | 58.4 | 77.9 | 91.9 | 74.7 |
Plain+Mdconv+BAM | 74.6 | 57.2 | 78.6 | 90.8 | 74.5 |
Plain+Mdconv+WCSA(BAM) | 74.2 | 57.0 | 78.3 | 89.9 | 74.1 |
Plain+Mdconv+SCSA(BAM) | 74.6 | 57.2 | 78.4 | 90.9 | 74.6 |