Table 2 Comparison on the DeepGlobe dataset.
Method | Barren | Rangeland | Forest | Water | Urban | Agriculture | mIoU (%) | Mem (GB) |
|---|---|---|---|---|---|---|---|---|
ICNet72 | 35.2 | 31.3 | 24.2 | 42.1 | 24.3 | 69.2 | 37.7 | 7.36 |
FCN15 | 36.1 | 36.4 | 35.5 | 38.9 | 26.2 | 72.3 | 40.9 | 6.14 |
U-Net18 | 34.1 | 33.5 | 28.2 | 45.1 | 26.1 | 71.7 | 39.8 | 6.89 |
PSPNet23 | 39.3 | 36.9 | 53.6 | 64.2 | 48.2 | 74.7 | 52.8 | 7.62 |
SegNet73 | 43.1 | 38.2 | 54.8 | 67.8 | 53.1 | 75.2 | 55.4 | 5.67 |
DeepLabv3+26 | 44.1 | 42.2 | 56.3 | 68.4 | 54.1 | 77.3 | 57.1 | 6.28 |
UHRSNet12 | 81.2 | 61.3 | 72.3 | 70.1 | 78.9 | 68.4 | 72.0 | 5.99 |
MBNet13 | 64.1 | 87.3 | 41.5 | 80.6 | 83.1 | 78.9 | 72.6 | 6.17 |
HRNet74 | 75.2 | 84.5 | 35.0 | 76.7 | 82.4 | 68.5 | 70.9 | 2.76 |
Mask2Former38 | 78.1 | 87.0 | 45.8 | 86.0 | 87.1 | 74.3 | 76.4 | 8.29 |
Baseline11 | 63.6 | 38.6 | 79.8 | 82.6 | 78.1 | 86.8 | 71.6 | 1.40 |
SAINet | 86.5 | 46.1 | 83.1 | 84.4 | 79.2 | 87.3 | 77.8 | 1.87 |
