Semantic Segmentation on PASTIS
41.53Macro mIoUTerraMind-B
Evaluation results
| Method | Links | |
|---|---|---|
| TerraMind-BParams=87.7M2026.03 | 41.53 | |
| I-JEPAPre-training Dataset=HLS, CLS=Yes, PosEnc=default, Params=86.4M2026.03 | 35.03 | |
| I-JEPAPre-training Dataset=HLS, CLS=Yes, PosEnc=CondPos, Params=86.4M2026.03 | 34.43 | |
| LEPAPre-training Dataset=HLS, CLS=No, PosEnc=CondPos, Params=86.4M2026.03 | 33.84 | |
| LEPAPre-training Dataset=HLS, CLS=Yes, PosEnc=CondPos, Params=86.4M2026.03 | 33.77 | |
| CROMAParams=201.5M2026.03 | 33.72 | |
| LEPAPre-training Dataset=HLS, CLS=No, PosEnc=default, Params=86.4M2026.03 | 33.61 | |
| I-JEPAPre-training Dataset=HLS, CLS=No, PosEnc=default, Params=86.4M2026.03 | 33 | |
| Prithvi-EO-2.0-100MParams=86.4M2026.03 | 31.12 | |
| NoMaskPre-training Dataset=HLS, CLS=No, PosEnc=CondPos, Params=86.4M2026.03 | 29.12 | |
| DEOBackbone=Swin, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 28.96 | |
| DOFAParams=111.3M2026.03 | 28.81 | |
| CROMASegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 24.66 | |
| I-JEPAPre-training Dataset=IN-1k, CLS=Yes, PosEnc=default, Params=85.8M2026.03 | 24.07 | |
| Cop.-FMSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 21.49 | |
| I-JEPAPre-training Dataset=IN-1k, CLS=No, PosEnc=default, Params=85.8M2026.03 | 21.31 | |
| TerraFMSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 19.65 | |
| GFMSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 18.66 | |
| SatDiFuserSegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 17.65 | |
| DINOv3-LSBackbone=ViT-L, Pre-trained=satellite imagery, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 16.45 | |
| DINOv3-BBackbone=ViT-B, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 15.58 | |
| RemoteCLIPParams=87.5M2026.03 | 15.01 | |
| DINOv2-BBackbone=ViT-B, Segmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 14.89 | |
| Scale-MAESegmentation Head=UPerNet, Evaluation Protocol=Frozen backbone2026.02 | 6.7 |