Road Extraction on Massachusetts
74.84mIoUDB SwinT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DB SwinT2026.03 | 74.84 | 86.82 | 85.75 | 85.28 | — | |
| SwinT+U-Net2026.03 | 68.24 | 81.58 | 79.28 | 80.25 | — | |
| GAMSNet2026.03 | 68.16 | 81.43 | 80.08 | 78.31 | — | |
| DynamicVis-LBackbone=Large, Schedule=2×2025.03 | 67.2 | 85.05 | 76.27 | 80.35 | — | |
| GA-Net2025.03 | 67.13 | 84.1 | 76.89 | 80.33 | — | |
| DynamicVis-BBackbone=Base, Schedule=2×2025.03 | 66.56 | 83.27 | 76.94 | 79.87 | — | |
| RoadFormer2025.03 | 66.27 | 80.54 | 78.9 | 79.71 | — | |
| DynamicVis-LBackbone=Large2025.03 | 66.26 | 83.18 | 76.52 | 79.72 | — | |
| BDTNet2025.03 | 66.03 | 82.99 | 76.37 | 79.54 | — | |
| HRNet2025.03 | 65.96 | 83.57 | 75.78 | 79.49 | — | |
| SIINet2025.03 | 65.77 | 85.36 | 74.13 | 79.35 | — | |
| UperNet2025.03 | 65.7 | 83.03 | 75.9 | 79.3 | — | |
| DynamicVis-BBackbone=Base2025.03 | 65.66 | 82.31 | 76.44 | 79.26 | — | |
| DeeplabV3+2025.03 | 65.53 | 83.07 | 75.62 | 79.17 | — | |
| Segformer2025.03 | 65.18 | 83.55 | 74.78 | 78.92 | — | |
| PoolFormer2025.03 | 65.11 | 83.16 | 74.99 | 78.87 | — | |
| HRNetv22025.03 | 64.75 | 79.01 | 78.2 | 78.6 | — | |
| DynamicVis-LBackbone=Large, Mode=Dense Baseline, Variant=†2025.03 | 64.7 | 84.12 | 73.72 | 78.57 | — | |
| DANet2025.03 | 64.49 | 81.69 | 75.39 | 78.41 | — | |
| PSANet2025.03 | 64.41 | 80.63 | 76.19 | 78.35 | — | |
| DynamicVis-BBackbone=Base, Mode=Dense Baseline, Variant=†2025.03 | 64.32 | 83.67 | 73.55 | 78.34 | — | |
| D-LinkNet2025.03 | 64.1 | 78.34 | 77.91 | 78.12 | — | |
| DynamicVis-LBackbone=Large, Mode=Routed, Variant=‡2025.03 | 64.06 | 82.82 | 73.87 | 78.23 | — | |
| SwinT2026.03 | 64.05 | 79.28 | 76.54 | 77.03 | — | |
| DeeplabV32025.03 | 63.79 | 80.81 | 75.17 | 77.89 | — | |
| U-Net2025.03 | 63.5 | 77.53 | 77.82 | 77.67 | — | |
| PSPNet2025.03 | 63.48 | 82.77 | 73.15 | 77.66 | — | |
| DynamicVis-BBackbone=Base, Mode=Routed, Variant=‡2025.03 | 63.16 | 83.79 | 71.94 | 78.09 | — | |
| U-Net2026.03 | 62.79 | 78.75 | 73.54 | 76.05 | — | |
| Mask2Former2025.03 | 62.11 | 80.17 | 73.87 | 76.63 | — | |
| LinkNet502026.03 | 61.59 | 76.52 | 75.26 | 75.93 | — | |
| ResUNet2025.03 | 61.21 | 80.76 | 71.49 | 75.69 | — | |
| SegNet2025.03 | 57.02 | 78.89 | 67.73 | 72.25 | — | |
| FCCLIPBackbone=ConvNeXt-B, Type=OVS2026.04 | 55.8 | — | — | — | 72.08 | |
| Pi-SegBackbone=ViT-B, Type=OVRSIS2026.04 | 55 | — | — | — | 64.24 | |
| FCCLIPBackbone=ConvNeXt-L, Type=OVS2026.04 | 54.73 | — | — | — | 65.8 | |
| EOV-SEGBackbone=ConvNeXt-L, Type=OVS2026.04 | 54.56 | — | — | — | 61.31 | |
| SANBackbone=ViT-L, Type=OVS2026.04 | 54.21 | — | — | — | 63.33 | |
| EOV-SEGBackbone=ConvNeXt-B, Type=OVS2026.04 | 53.29 | — | — | — | 67.09 | |
| SEDBackbone=ConvNeXt-L, Type=OVS2026.04 | 52.04 | — | — | — | 58.05 | |
| Pi-SegBackbone=ViT-L, Type=OVRSIS2026.04 | 51.51 | — | — | — | 73.01 | |
| GSNETBackbone=ViT-L, Type=OVRSIS2026.04 | 50.88 | — | — | — | 75.76 | |
| OVRSBackbone=ViT-L, Type=OVRSIS2026.04 | 50.83 | — | — | — | 65.73 | |
| SEDBackbone=ConvNeXt-B, Type=OVS2026.04 | 50.57 | — | — | — | 59.59 | |
| RSKT-SEGBackbone=ViT-B, Type=OVRSIS2026.04 | 49.86 | — | — | — | 60.88 | |
| CAT-SEGBackbone=ViT-L, Type=OVS2026.04 | 49.82 | — | — | — | 74.29 | |
| CAT-SEGBackbone=ViT-B, Type=OVS2026.04 | 45.37 | — | — | — | 73.13 | |
| SCANBackbone=ViT-L, Type=OVS2026.04 | 44.78 | — | — | — | 68.08 | |
| OVRSBackbone=ViT-B, Type=OVRSIS2026.04 | 44.37 | — | — | — | 69.48 | |
| GSNETBackbone=ViT-B, Type=OVRSIS2026.04 | 42.4 | — | — | — | 73.94 | |
| SANBackbone=ViT-B, Type=OVS2026.04 | 41.45 | — | — | — | 66.71 | |
| SCANBackbone=ViT-B, Type=OVS2026.04 | 40.51 | — | — | — | 64.8 | |
| RSKT-SEGBackbone=ViT-L, Type=OVRSIS2026.04 | 38.94 | — | — | — | 70.26 | |
| ConInfer2026.03 | 12.16 | — | — | — | — | |
| SegEarth-OVBackbone=ViT-B, Type=OVRSIS (TF)2026.04 | 11.5 | — | — | — | — | |
| MaskCLIPBackbone=ViT-B, Type=OVS (TF)2026.04 | 10.6 | — | — | — | — | |
| SegEarth-OV2026.03 | 10.43 | — | — | — | — | |
| MaskCLIP2026.03 | 8.74 | — | — | — | — | |
| MaskCLIP*configuration=baseline2026.03 | 8.42 | — | — | — | — | |
| GEM2026.03 | 7.51 | — | — | — | — | |
| SCLIPBackbone=ViT-B, Type=OVS (TF)2026.04 | 7.4 | — | — | — | — | |
| ClearCLIP2026.03 | 7.18 | — | — | — | — | |
| ClearCLIPBackbone=ViT-B, Type=OVS (TF)2026.04 | 6.4 | — | — | — | — | |
| SCLIP2026.03 | 5.56 | — | — | — | — | |
| GEMBackbone=ViT-B, Type=OVS (TF)2026.04 | 5.1 | — | — | — | — | |
| CLIPBackbone=ViT-B, Type=OVS (TF)2026.04 | 4.9 | — | — | — | — | |
| CLIP2026.03 | 3.5 | — | — | — | — |