Segmentation on m-chesapeake
76.5Mean mIoUDinov3 Web
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Dinov3 Webtraining modalities=Aerial, model=ViT-7B, linear probing=true2026.04 | 76.5 | — | — | — | |
| DINO-Resnet50model=DINO-Resnet502024.12 | 70.81 | 0.64 | 71.46 | 69.8 | |
| DeCUR-Resnet50model=DeCUR-Resnet502024.12 | 69.83 | 0.61 | 70.8 | 68.86 | |
| MOCO-Resnet50model=MOCO-Resnet502024.12 | 69.51 | 1.17 | 71.35 | 66.77 | |
| Prithvi-EO-2.0-600M-TLmodel=Prithvi-EO-2.0-600M-TL2024.12 | 69.19 | 0.84 | 70.73 | 67.72 | |
| UniGeoCLIPtraining modalities=Aerial, GPS, Depth, Text, model=ViT-B, linear probing=true2026.04 | 66.3 | — | — | — | |
| UniGeoCLIPtraining modalities=Aerial, GPS, Depth, model=ViT-B, linear probing=true2026.04 | 65.9 | — | — | — | |
| Satlas-Swin-100Mmodel=Satlas-Swin-100M2024.12 | 65.15 | 1.85 | 68.02 | 63.15 | |
| Prithvi-EO-2.0-300M-TLmodel=Prithvi-EO-2.0-300M-TL2024.12 | 65.1 | 1.32 | 67.07 | 63.48 | |
| Prithvi-EO-2.0-600Mmodel=Prithvi-EO-2.0-600M2024.12 | 64.09 | 1.07 | 65.73 | 62.31 | |
| Dinov2training modalities=Aerial, model=ViT-B⋆, linear probing=true2026.04 | 64 | — | — | — | |
| Prithvi-EO-2.0-100M-TLmodel=Prithvi-EO-2.0-100M-TL2024.12 | 63.93 | 2.04 | 66.33 | 61.06 | |
| Prithvi-EO-2.0-300Mmodel=Prithvi-EO-2.0-300M2024.12 | 63.42 | 2.35 | 66.69 | 58.91 | |
| DOFA-ViT-300Mmodel=DOFA-ViT-300M2024.12 | 62.05 | 3.21 | 70.24 | 59.23 | |
| AnySattraining modalities=Aerial, GPS, Depth, model=ViT-B, linear probing=true2026.04 | 61.7 | — | — | — | |
| SigLip2training modalities=Aerial, Text, model=ViT-B, linear probing=true2026.04 | 60.9 | — | — | — | |
| Panopticontraining modalities=Aerial, GPS, model=ViT-B⋆, linear probing=true2026.04 | 60.8 | — | — | — | |
| Prithvi-EO-1.0-100Mmodel=Prithvi-EO-1.0-100M2024.12 | 60.18 | 1.99 | 64.01 | 56.83 | |
| SatCliptraining modalities=Aerial, GPS, model=ViT-B, linear probing=true2026.04 | 59.3 | — | — | — | |
| DOFAtraining modalities=Aerial, model=ViT-L, linear probing=true2026.04 | 59.2 | — | — | — | |
| Prithvi-EO-2.0-100Mmodel=Prithvi-EO-2.0-100M2024.12 | 59.08 | 1.81 | 62.32 | 57.66 | |
| ScaleMAE-ViT-300Mmodel=ScaleMAE-ViT-300M2024.12 | 53.61 | 1.65 | 56.44 | 50.64 | |
| SenPaMAEtraining modalities=Aerial, model=ViT-B, linear probing=true2026.04 | 46.9 | — | — | — |