Road Graph Extraction on SpaceNet
93.68PrecisionSAM-Road++
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAM-Road++2025.12 | 93.68 | 72.23 | 81.57 | 73.44 | — | |
| SAM-Road2025.12 | 93.03 | 70.97 | 80.52 | 71.64 | — | |
| SAM-RoadReproduced status=reproduced with public codes2025.08 | 91.48 | 75.49 | 82.72 | 71.1 | 48.08 | |
| RNGDet++Reproduced status=reproduced with public codes2025.08 | 91.37 | 75.24 | 82.52 | 67.81 | 40.7 | |
| RNGDet++2025.12 | 91.34 | 75.24 | 82.51 | 67.73 | — | |
| DeH4RBackbone=ViT-B (SAM [17])2025.08 | 89.01 | 81.69 | 85.2 | 72.68 | 47.33 | |
| MaGRoad2025.12 | 87.72 | 81.01 | 84.23 | 72.29 | — | |
| DeH4RBackbone=SAM2 Hiera-B+2025.08 | 86.22 | 85.86 | 86.04 | 73.37 | 48.54 | |
| Sat2Graph2025.12 | 85.93 | 76.55 | 80.97 | 64.43 | — | |
| Sat2GraphReproduced status=reproduced with public codes2025.08 | 85.93 | 76.55 | 80.97 | 64.43 | — | |
| TD-Road2025.08 | 84.81 | 77.8 | 81.15 | 65.15 | — | |
| Seg-DRM2025.08 | 82.79 | 72.56 | 77.34 | 62.26 | — | |
| Seg-Improved2025.08 | 81.56 | 71.38 | 76.13 | 58.82 | — | |
| Seg-DLA2025.08 | 78.99 | 69.8 | 74.11 | 56.36 | — | |
| RoadTracer2025.08 | 78.61 | 62.45 | 69.9 | 56.03 | — | |
| Seg-UNet2025.08 | 68.96 | 66.32 | 67.61 | 53.77 | — |