Semantic Segmentation on WHU dataset (test)
95.18F1 ScoreRSM-SS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RSM-SS2024.04 | 95.18 | 95.25 | 95.12 | 90.81 | |
| MA-FCN2024.04 | 94.83 | 94.75 | 94.92 | 90.18 | |
| ResUNet2024.04 | 94.6 | 94.49 | 94.71 | 89.75 | |
| Segformer2024.04 | 94.57 | 94.72 | 94.42 | 89.7 | |
| Deeplabv3+2024.04 | 94.42 | 94.31 | 94.53 | 89.43 | |
| MAP-Net2024.04 | 94.4 | 93.99 | 94.82 | 89.4 | |
| PSPNet2024.04 | 93.7 | 93.19 | 94.21 | 88.14 | |
| TransUNet2024.04 | 93.56 | 94.05 | 93.07 | 87.89 | |
| U-Net2024.04 | 92.65 | 94.5 | 90.88 | 86.31 | |
| CMTFNet2024.04 | 92.59 | 90.12 | 95.21 | 86.21 | |
| FCN2024.04 | 92.56 | 92.29 | 92.84 | 86.16 | |
| SegNet2024.04 | 92.56 | 93.42 | 91.71 | 86.15 | |
| HRNet2024.04 | 92.27 | 91.69 | 92.85 | 85.64 | |
| SupervisedBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 88.7 | — | — | 88.18 | |
| SupervisedBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 87.5 | — | — | 80.4 | |
| SupervisedBase model=SAM-based, Prompt configuration=3-Point2025.11 | 87.49 | — | — | 80.54 | |
| SupervisedBase model=SAM-based, Prompt configuration=2-Point2025.11 | 86.78 | — | — | 79.73 | |
| ReSAMBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 86.35 | — | — | 77.56 | |
| SupervisedBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 85.97 | — | — | 78.75 | |
| ReSAMBase model=SAM-based, Prompt configuration=2-Point2025.11 | 85.84 | — | — | 77.18 | |
| PointSAMBase model=SAM-based, Prompt configuration=3-Point2025.11 | 85.23 | — | — | 77.54 | |
| PointSAMBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 84.55 | — | — | 76.95 | |
| SupervisedBase model=SAM-based, Prompt configuration=1-Point2025.11 | 84.55 | — | — | 77.15 | |
| PointSAMBase model=SAM-based, Prompt configuration=2-Point2025.11 | 84.1 | — | — | 76.47 | |
| PointSAMBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 83.91 | — | — | 75.16 | |
| ReSAMBase model=SAM-based, Prompt configuration=3-Point2025.11 | 83.87 | — | — | 76.14 | |
| ReSAMBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 83.75 | — | — | 74.54 | |
| WeSAMBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 82.79 | — | — | 74.23 | |
| DePTBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 82.27 | — | — | 74.33 | |
| WeSAMBase model=SAM-based, Prompt configuration=2-Point2025.11 | 82.07 | — | — | 74.09 | |
| ReSAMBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 81.89 | — | — | 74.15 | |
| DePTBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 81.88 | — | — | 73.91 | |
| TribeBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 81.53 | — | — | 72.58 | |
| DePTBase model=SAM-based, Prompt configuration=3-Point2025.11 | 81.47 | — | — | 73.53 | |
| ReSAMBase model=SAM-based, Prompt configuration=1-Point2025.11 | 81.25 | — | — | 73.43 | |
| DePTBase model=SAM-based, Prompt configuration=2-Point2025.11 | 81.21 | — | — | 73.69 | |
| PointSAMBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 81.21 | — | — | 73.69 | |
| WeSAMBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 81.08 | — | — | 72.02 | |
| TribeBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 80.81 | — | — | 72 | |
| PointSAMBase model=SAM-based, Prompt configuration=1-Point2025.11 | 80.39 | — | — | 72.63 | |
| TribeBase model=SAM-based, Prompt configuration=2-Point2025.11 | 79.56 | — | — | 71.17 | |
| DePTBase model=SAM-based, Prompt configuration=1-Point2025.11 | 79.41 | — | — | 71.31 | |
| Self-TrainingBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 78.6 | — | — | 68.6 | |
| WeSAMBase model=SAM-based, Prompt configuration=3-Point2025.11 | 78.45 | — | — | 69.91 | |
| DePTBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 77.86 | — | — | 69.52 | |
| TribeBase model=SAM-based, Prompt configuration=3-Point2025.11 | 77.81 | — | — | 69.14 | |
| Self-TrainingBase model=SAM-based, Prompt configuration=2-Point2025.11 | 77.57 | — | — | 68.49 | |
| Self-TrainingBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 77.43 | — | — | 68.74 | |
| Direct testBase model=SAM2-based, Prompt configuration=2-Point2025.11 | 76.31 | — | — | 65.79 | |
| TribeBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 76.16 | — | — | 66.67 | |
| WeSAMBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 75.86 | — | — | 66.16 | |
| Self-TrainingBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 75.38 | — | — | 65.01 | |
| WeSAMBase model=SAM-based, Prompt configuration=1-Point2025.11 | 75.12 | — | — | 66.29 | |
| Direct testBase model=SAM-based, Prompt configuration=2-Point2025.11 | 74.76 | — | — | 65.1 | |
| TribeBase model=SAM-based, Prompt configuration=1-Point2025.11 | 74.61 | — | — | 65.55 | |
| Self-TrainingBase model=SAM-based, Prompt configuration=1-Point2025.11 | 73.99 | — | — | 64.91 | |
| Direct testBase model=SAM2-based, Prompt configuration=3-Point2025.11 | 73.01 | — | — | 62.45 | |
| Direct testBase model=SAM2-based, Prompt configuration=1-Point2025.11 | 70.79 | — | — | 59.97 | |
| Direct testBase model=SAM-based, Prompt configuration=1-Point2025.11 | 70.69 | — | — | 61.03 | |
| Direct testBase model=SAM-based, Prompt configuration=3-Point2025.11 | 69.46 | — | — | 59.71 | |
| Self-TrainingBase model=SAM-based, Prompt configuration=3-Point2025.11 | 69.35 | — | — | 59.57 |