Change Detection on WHU-CD (Standard + Edge Metrics)
86.06mIoULRNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LRNet2024.04 | 86.06 | 99.47 | 95.11 | 90.04 | 92.51 | 68.01 | 63.56 | 65.71 | 48.93 | |
| UniMatch + ECOCSegLabeled Data Ratio=40%, Backbone=PSPNet2025.12 | 84.6 | — | — | — | — | — | — | — | — | |
| TCD-Net2024.04 | 84.45 | 99.39 | 92.02 | 91.12 | 91.56 | 57.77 | 55.39 | 56.56 | 39.43 | |
| UniMatchLabeled Data Ratio=40%, Backbone=PSPNet2025.12 | 84.4 | — | — | — | — | — | — | — | — | |
| UniMatch + ECOCSegLabeled Data Ratio=20%, Backbone=PSPNet2025.12 | 83.5 | — | — | — | — | — | — | — | — | |
| UniMatchLabeled Data Ratio=20%, Backbone=PSPNet2025.12 | 82.9 | — | — | — | — | — | — | — | — | |
| GeSANet2024.04 | 81.46 | 99.26 | 90.51 | 89.06 | 89.78 | 52.34 | 52.1 | 52.22 | 35.34 | |
| DMINet2024.04 | 81.08 | 99.27 | 92.96 | 86.38 | 89.55 | 53.65 | 55.12 | 54.37 | 37.34 | |
| SNUNet2024.04 | 80.81 | 99.23 | 89.48 | 89.28 | 89.38 | 41.21 | 57.52 | 48.02 | 31.59 | |
| EATDer2024.04 | 80.33 | 99.23 | 90.7 | 87.54 | 89.09 | 52.16 | 59.49 | 55.58 | 38.49 | |
| DESSN2024.04 | 79.84 | 99.19 | 89.6 | 87.98 | 88.78 | 43.05 | 59.97 | 50.12 | 33.44 | |
| BIT2024.04 | 79.78 | 99.2 | 90.21 | 87.35 | 88.76 | 42.01 | 54.29 | 47.37 | 31.04 | |
| UniMatch + ECOCSegLabeled Data Ratio=10%, Backbone=PSPNet2025.12 | 79.6 | — | — | — | — | — | — | — | — | |
| DSIFN2024.04 | 79.49 | 99.15 | 86.51 | 90.73 | 88.57 | 47.48 | 48.66 | 48.06 | 31.63 | |
| UniMatchLabeled Data Ratio=10%, Backbone=PSPNet2025.12 | 78.9 | — | — | — | — | — | — | — | — | |
| DASNet2024.04 | 78.53 | 99.11 | 86.74 | 89.23 | 87.97 | 6.88 | 12.91 | 4.7 | 8.98 | |
| UniMatch + ECOCSegLabeled Data Ratio=5%, Backbone=PSPNet2025.12 | 78 | — | — | — | — | — | — | — | — | |
| UniMatchLabeled Data Ratio=5%, Backbone=PSPNet2025.12 | 77.5 | — | — | — | — | — | — | — | — | |
| SemiCDLabeled Data Ratio=40%, Backbone=PSPNet2025.12 | 77.2 | — | — | — | — | — | — | — | — | |
| VcT2024.04 | 77.14 | 99.06 | 86.98 | 87.21 | 87.09 | 35.62 | 43.91 | 39.34 | 24.48 | |
| S4GANLabeled Data Ratio=40%, Backbone=PSPNet2025.12 | 76.4 | — | — | — | — | — | — | — | — | |
| SemiCDNetLabeled Data Ratio=40%, Backbone=PSPNet2025.12 | 75.9 | — | — | — | — | — | — | — | — | |
| SemiCDLabeled Data Ratio=20%, Backbone=PSPNet2025.12 | 74.8 | — | — | — | — | — | — | — | — | |
| S4GANLabeled Data Ratio=20%, Backbone=PSPNet2025.12 | 70.8 | — | — | — | — | — | — | — | — | |
| Sup-onlyLabeled Data Ratio=20%, Backbone=PSPNet2025.12 | 69.7 | — | — | — | — | — | — | — | — | |
| Sup-onlyLabeled Data Ratio=40%, Backbone=PSPNet2025.12 | 69.5 | — | — | — | — | — | — | — | — | |
| SemiCDLabeled Data Ratio=10%, Backbone=PSPNet2025.12 | 68.1 | — | — | — | — | — | — | — | — | |
| SemiCDNetLabeled Data Ratio=20%, Backbone=PSPNet2025.12 | 66.7 | — | — | — | — | — | — | — | — | |
| UniVCDInput resolution=original, Post-processing=SAM3 postproc2025.12 | 66 | — | 73.3 | 86.8 | 79.5 | — | — | — | — | |
| SemiCDLabeled Data Ratio=5%, Backbone=PSPNet2025.12 | 65.8 | — | — | — | — | — | — | — | — | |
| S4GANLabeled Data Ratio=10%, Backbone=PSPNet2025.12 | 62.2 | — | — | — | — | — | — | — | — | |
| SemiCDNetLabeled Data Ratio=10%, Backbone=PSPNet2025.12 | 62 | — | — | — | — | — | — | — | — | |
| UniVCDInput resolution=original, Post-processing=standard2025.12 | 61.9 | — | 70.2 | 84.1 | 76.5 | — | — | — | — | |
| APE-/-DINOv22025.12 | 61.1 | — | — | — | 75.8 | — | — | — | — | |
| Sup-onlyLabeled Data Ratio=10%, Backbone=PSPNet2025.12 | 60.7 | — | — | — | — | — | — | — | — | |
| APE-/-DINO2025.12 | 56.8 | — | — | — | 72.5 | — | — | — | — | |
| FC-Siam-Diff2024.04 | 53.18 | 97.07 | 55.85 | 91.75 | 69.43 | 8.25 | 23.3 | 12.18 | 6.49 | |
| UniVCDInput resolution=original2025.12 | 52.6 | — | 62 | 77.7 | 69 | — | — | — | — | |
| SemiCDNetLabeled Data Ratio=5%, Backbone=PSPNet2025.12 | 51.7 | — | — | — | — | — | — | — | — | |
| Sup-onlyLabeled Data Ratio=5%, Backbone=PSPNet2025.12 | 48.3 | — | — | — | — | — | — | — | — | |
| UniVCDInput resolution=crop, Post-processing=standard2025.12 | 46.4 | — | 57 | 71.4 | 63.4 | — | — | — | — | |
| FC-Siam-Conc2024.04 | 44.58 | 95.7 | 45.54 | 95.45 | 61.66 | 3.48 | 14.33 | 5.6 | 2.88 | |
| SAM2-DINOv2-SegEarth-OV2025.12 | 40.9 | — | — | — | 58.1 | — | — | — | — | |
| SAM-DINOv2-SegEarth-OV2025.12 | 40.6 | — | — | — | 57.7 | — | — | — | — | |
| SAM-DINO-SegEarth-OV2025.12 | 36.7 | — | — | — | 53.7 | — | — | — | — | |
| SAM3-CD2025.12 | 36.3 | — | 36.9 | 95.3 | 53.2 | — | — | — | — | |
| FC-EF2024.04 | 35.09 | 93.74 | 35.95 | 93.6 | 51.95 | 2.86 | 22.09 | 5.07 | 2.6 | |
| UniVCDInput resolution=crop2025.12 | 32.6 | — | 37.1 | 72.9 | 49.2 | — | — | — | — | |
| SCM2025.12 | 18.6 | — | — | — | 31.3 | — | — | — | — | |
| S4GANLabeled Data Ratio=5%, Backbone=PSPNet2025.12 | 18.3 | — | — | — | — | — | — | — | — | |
| GMCD2025.12 | 10.9 | — | — | — | 19.7 | — | — | — | — | |
| DCVA2025.12 | 10.9 | — | — | — | 19.6 | — | — | — | — | |
| PCA-KM2025.12 | 5.4 | — | — | — | 10.2 | — | — | — | — | |
| CNN-CD2025.12 | 4.9 | — | — | — | 9.4 | — | — | — | — | |
| DSFA2025.12 | 4.1 | — | — | — | 7.8 | — | — | — | — |