Road Segmentation on DeepGlobe
79.35IoUDB SwinT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DB SwinT2026.03 | 79.35 | 89.55 | 87.38 | 88.21 | — | — | — | — | — | |
| SwinT+U-Net2026.03 | 75.37 | 87.28 | 84.09 | 85.97 | — | — | — | — | — | |
| GAMSNet2026.03 | 72.31 | 84.32 | 82.19 | 83.67 | — | — | — | — | — | |
| SwinT2026.03 | 69.28 | 83.11 | 79.08 | 81.58 | — | — | — | — | — | |
| CGC-Net2026.04 | 68.8 | 82.67 | 80.39 | 81.51 | — | — | — | — | — | |
| DSFC-NetSource=Ours2026.02 | 68.68 | 82.68 | 80.23 | 81.44 | — | — | — | — | — | |
| U-Net2026.03 | 67.36 | 79.28 | 78.47 | 78.05 | — | — | — | — | — | |
| CFRNetSource=GRSL 20242026.02 | 67.12 | 82.28 | 78.46 | 80.32 | — | — | — | — | — | |
| OARENetSource=TGRS 20242026.02 | 66.63 | 83.59 | 76.65 | 79.97 | — | — | — | — | — | |
| SegRoadv2Source=IJDE 20252026.02 | 66.52 | 83.55 | 76.55 | 79.9 | — | — | — | — | — | |
| CGCNetSource=TGRS 20252026.02 | 66.35 | 82.89 | 76.87 | 79.77 | — | — | — | — | — | |
| Segroad2026.04 | 66.23 | — | — | — | — | — | — | — | — | |
| D-LinkNetSource=CVPR 20182026.02 | 65.99 | 82.65 | 76.6 | 79.54 | — | — | — | — | — | |
| SegFormerSource=NIPS 20212026.02 | 65.86 | 82.1 | 76.91 | 79.42 | — | — | — | — | — | |
| DiGSegspecifically designed for remote sensing tasks=true2026.04 | 65.78 | 79.93 | 78.92 | 78.79 | — | — | — | — | — | |
| U-NetSource=MICCAI 20152026.02 | 65.06 | 84.59 | 73.81 | 78.83 | — | — | — | — | — | |
| DENetSource=TITS 20252026.02 | 64.95 | 73.92 | 84.25 | 78.75 | — | — | — | — | — | |
| LinkNet502026.03 | 64.42 | 78.51 | 76.45 | 77.95 | — | — | — | — | — | |
| DDCTNet2026.04 | 64.27 | 79.02 | 78.1 | 78.24 | — | — | — | — | — | |
| C²NetSource=TGRS 20242026.02 | 63.8 | 82.94 | 73.44 | 77.9 | — | — | — | — | — | |
| FRCFNetSource=GRSL 20242026.02 | 63.48 | 83.33 | 72.71 | 77.66 | — | — | — | — | — | |
| D-LinkNet2026.04 | 63 | — | — | — | — | — | — | — | — | |
| Unet2026.04 | 62.94 | — | — | — | — | — | — | — | — | |
| DeepLabv32026.04 | 61.97 | 77.26 | 74.09 | 75.64 | — | — | — | — | — | |
| CoANet2026.04 | 60.65 | 76.98 | 72.34 | 74.61 | — | — | — | — | — | |
| MambaVisionspecifically designed for remote sensing tasks=true2026.04 | 57.28 | 75.32 | 74.5 | 74.91 | — | — | — | — | — | |
| SGCN2026.04 | 53.92 | 72.95 | 68.25 | 72.31 | — | — | — | — | — | |
| EoMTspecifically designed for remote sensing tasks=true2026.04 | 52.52 | 72.88 | 71.35 | 72.1 | — | — | — | — | — | |
| OffSegspecifically designed for remote sensing tasks=true2026.04 | 51.75 | 72.1 | 70.85 | 71.46 | — | — | — | — | — | |
| Gemini2026.05 | 49 | 61.3 | 73.8 | 65.7 | — | — | — | — | 47.68 | |
| SegMANspecifically designed for remote sensing tasks=true2026.04 | 48.12 | 70.25 | 68.1 | 69.16 | — | — | — | — | — | |
| SAM 3.12026.05 | 37.5 | 65.9 | 51.2 | 60.2 | — | — | — | — | 0.17 | |
| GPT2026.05 | 28.8 | 33.1 | 67.2 | 43.9 | — | — | — | — | 48.19 | |
| SegEarth-OVResolution=896 x 8962024.10 | 20.1 | — | — | — | — | — | — | — | — | |
| SegEarth-OVResolution=448 x 4482024.10 | 17.8 | — | — | — | — | — | — | — | — | |
| MaskCLIPResolution=448 x 4482024.10 | 13.2 | — | — | — | — | — | — | — | — | |
| SCLIPResolution=448 x 4482024.10 | 7 | — | — | — | — | — | — | — | — | |
| Text2Seg2026.05 | 6.3 | 10 | 52.7 | 14.8 | — | — | — | — | 0.46 | |
| ClearCLIPResolution=448 x 4482024.10 | 5.7 | — | — | — | — | — | — | — | — | |
| GEMResolution=448 x 4482024.10 | 4.7 | — | — | — | — | — | — | — | — | |
| CLIPResolution=448 x 4482024.10 | 3.9 | — | — | — | — | — | — | — | — | |
| Batra et al.2021.09 | — | 83.79 | 84.14 | 83.97 | 72.37 | 67.21 | 73.12 | — | — | |
| ClearCLIP2026.03 | — | — | — | — | — | — | — | 12.86 | — | |
| CLIP2026.03 | — | — | — | — | — | — | — | 1.13 | — | |
| ConInfer2026.03 | — | — | — | — | — | — | — | 19.85 | — | |
| GEM2026.03 | — | — | — | — | — | — | — | 13.43 | — | |
| HourGlass2021.09 | — | 79.43 | 80.14 | 79.78 | 66.34 | 60.71 | 65.33 | — | — | |
| LinkNet2021.09 | — | 78.34 | 78.85 | 78.59 | 64.73 | 62.75 | 67.41 | — | — | |
| MaskCLIP2026.03 | — | — | — | — | — | — | — | 11.53 | — | |
| MaskCLIP*configuration=baseline2026.03 | — | — | — | — | — | — | — | 14.68 | — | |
| SCLIP2026.03 | — | — | — | — | — | — | — | 7.28 | — | |
| Seg-Net2021.09 | — | 69.48 | 72.97 | 71.19 | 55.26 | 49.2 | 58.55 | — | — | |
| SegEarth-OV2026.03 | — | — | — | — | — | — | — | 18.07 | — | |
| SPIN Road Mapper2021.09 | — | 84.14 | 84.5 | 84.32 | 72.89 | 67.02 | 74.14 | — | — | |
| Stack-HourGlass2021.09 | — | 79.33 | 79.99 | 79.66 | 66.19 | 62.06 | 69.02 | — | — | |
| U-Net2021.09 | — | 73.55 | 74.98 | 74.26 | 59.06 | 55.02 | 61.23 | — | — |