Building Extraction on WHU dataset
95.58F1 ScoreDynamicVis-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DynamicVis-LBackbone=Large, Inference=2x2025.03 | 95.58 | 95.87 | 95.28 | 91.54 | |
| DynamicVis-BBackbone=Base, Inference=2x2025.03 | 95.41 | 95.82 | 95.01 | 91.23 | |
| DynamicVis-LBackbone=Large2025.03 | 95.32 | 96.39 | 94.27 | 91.06 | |
| DynamicVis-BBackbone=Base2025.03 | 95.27 | 95.43 | 95.11 | 90.98 | |
| RSM-SS2025.03 | 95.18 | 95.25 | 95.12 | 90.81 | |
| DynamicVis-LBackbone=Large, Variant=dense baseline2025.03 | 95.04 | 95.36 | 94.72 | 90.55 | |
| STT2025.03 | 94.97 | — | — | 90.48 | |
| UperNet2025.03 | 94.9 | 95.6 | 94.21 | 90.3 | |
| MA-FCN2025.03 | 94.83 | 94.75 | 94.92 | 90.18 | |
| DynamicVis-BBackbone=Base, Variant=dense baseline2025.03 | 94.83 | 95.59 | 94.06 | 90.16 | |
| PoolFormer2025.03 | 94.67 | 95.1 | 94.24 | 89.88 | |
| DANet2025.03 | 94.62 | 95.13 | 94.12 | 89.8 | |
| ResUNet2025.03 | 94.6 | 94.49 | 94.71 | 89.75 | |
| Segformer2025.03 | 94.57 | 94.72 | 94.42 | 89.7 | |
| Deeplabv3+2025.03 | 94.42 | 94.31 | 94.53 | 89.43 | |
| PSPNet2025.03 | 94.42 | 94.46 | 94.38 | 89.43 | |
| MAP-Net2025.03 | 94.4 | 93.99 | 94.82 | 89.4 | |
| DynamicVis-BBackbone=Base, Variant=routed2025.03 | 94.37 | 94.91 | 93.83 | 89.33 | |
| DynamicVis-LBackbone=Large, Variant=routed2025.03 | 94.31 | 94.45 | 94.17 | 89.24 | |
| HRNet2025.03 | 94.2 | 94.78 | 93.64 | 89.05 | |
| DeepLabv32025.03 | 94.06 | 95.03 | 93.12 | 88.8 | |
| PSANet2025.03 | 94.06 | 94.15 | 93.96 | 88.78 | |
| TransUNet2025.03 | 93.56 | 94.05 | 93.07 | 87.89 | |
| U-Net2025.03 | 92.65 | 94.5 | 90.88 | 86.31 | |
| CMTFNet2025.03 | 92.59 | 90.12 | 95.21 | 86.21 | |
| FCN2025.03 | 92.56 | 92.29 | 92.84 | 86.16 | |
| SegNet2025.03 | 92.56 | 93.42 | 91.71 | 86.15 | |
| Mask2Former2025.03 | 92.24 | 92.26 | 92.22 | 85.6 |