Semantic Segmentation on Potsdam (Class-wise IoU/F1, mIoU, mF1)
83.68Impervious surface IoUMPerS
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MPerSBackbone=DINOv3-LVD2026.05 | 83.68 | 91.12 | 93.08 | 96.41 | 72.36 | 83.97 | 72.22 | 83.87 | 83.86 | 91.22 | 81.04 | 89.32 | |
| MPerSBackbone=DINOv3-SAT2026.05 | 82.51 | 90.42 | 91.67 | 95.66 | 70.56 | 82.74 | 70.49 | 82.69 | 82.62 | 90.48 | 79.57 | 88.4 | |
| RS^3MambaBackbone=VMamba-T2026.05 | 81.84 | 90.02 | 91.26 | 95.43 | 70.02 | 82.37 | 69.55 | 82.04 | 81.94 | 90.07 | 78.92 | 87.98 | |
| A^2-FPNBackbone=ResNet-182026.05 | 81.6 | 89.87 | 91.45 | 95.53 | 69.57 | 82.06 | 69.36 | 81.91 | 82.28 | 90.28 | 78.85 | 87.93 | |
| MAResUnetBackbone=ResNet-342026.05 | 80.7 | 89.32 | 90.63 | 95.08 | 67.27 | 80.43 | 67.21 | 80.39 | 81.29 | 89.68 | 77.16 | 86.79 | |
| SegCLIPBackbone=Swin-B2026.05 | 80.13 | 88.97 | 89.97 | 94.72 | 67.81 | 80.82 | 69.41 | 81.95 | 81.52 | 89.82 | 77.77 | 87.25 | |
| UnetformerBackbone=ResNet-182026.05 | 79.79 | 88.76 | 88.72 | 94.02 | 67.21 | 80.39 | 66.12 | 79.6 | 81.43 | 89.76 | 76.65 | 76.65 | |
| MetaSegNetBackbone=Swin-B2026.05 | 77.52 | 87.34 | 88.83 | 94.08 | 65.17 | 78.92 | 67.9 | 80.88 | 73.98 | 85.04 | 74.68 | 85.25 | |
| DC-SwinBackbone=Swin-B2026.05 | 76.42 | 86.63 | 85.89 | 92.41 | 62.19 | 76.69 | 62.19 | 76.69 | 76.41 | 86.63 | 72.24 | 83.51 | |
| FILMBackbone=self-designed backbone2026.05 | 71.99 | 83.72 | 78.74 | 88.11 | 61.56 | 76.2 | 53.43 | 69.65 | 61.7 | 76.31 | 65.48 | 65.48 |