Surface Geology Mapping on EarthScape In-Domain
65.7Macro F1 ScoreSGMap-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SGMap-NetBackbone=ResNeXt, Modality=EPms+Sms+SDSms, Fusion=Stacking2025.03 | 65.7 | 88.2 | |
| SatMAE++Modality=RGB+DEM+EPms+Sms+SDSms, Fusion=-2025.03 | 65.6 | 90.4 | |
| SGMap-NetBackbone=ResNeXt, Modality=EP51, Fusion=-2025.03 | 65.1 | 87.6 | |
| SGMap-NetBackbone=ResNeXt, Modality=S1.5, Fusion=-2025.03 | 64.5 | 87.6 | |
| SGMap-NetBackbone=ResNeXt, Modality=Sms, Fusion=Stacking2025.03 | 63.7 | 86.4 | |
| SGMap-NetBackbone=ResNeXt, Modality=DEM, Fusion=-2025.03 | 63.2 | 88.3 | |
| SGMap-NetBackbone=ViT, Modality=S1.5, Fusion=-2025.03 | 62.3 | 85.5 | |
| SGMap-NetBackbone=ViT, Modality=EPms+Sms+SDSms, Fusion=Stacking2025.03 | 62.1 | 86 | |
| SGMap-NetBackbone=ViT, Modality=DEM, Fusion=-2025.03 | 61.8 | 85.7 | |
| SatMAEModality=RGB+DEM+EPms+Sms+SDSms, Fusion=-2025.03 | 61.4 | 86.4 | |
| SGMap-NetBackbone=ViT, Modality=EP51, Fusion=-2025.03 | 60.4 | 83.5 | |
| SGMap-NetBackbone=ResNeXt, Modality=RGB, Fusion=-2025.03 | 59.9 | 81.5 | |
| DOFAModality=RGB+NIR, Fusion=-2025.03 | 59.7 | 65.2 | |
| SGMap-NetBackbone=ViT, Modality=Sms, Fusion=Stacking2025.03 | 59.3 | 79.8 | |
| SGMap-NetBackbone=ViT, Modality=RGB, Fusion=-2025.03 | 57.9 | 79.3 | |
| Panopticon-FMModality=RGB+NIR, Fusion=-2025.03 | 57 | 63.5 | |
| SGMap-NetBackbone=ViT, Modality=EPms+Sms+SDSms, Fusion=Attention2025.03 | 56.7 | 77.6 | |
| SGMap-NetBackbone=ResNeXt, Modality=EPms+Sms+SDSms, Fusion=Attention2025.03 | 56.1 | 67.7 | |
| SGMap-NetBackbone=ViT, Modality=Sms, Fusion=Attention2025.03 | 55.7 | 61.5 | |
| SGMap-NetBackbone=ResNeXt, Modality=Sms, Fusion=Attention2025.03 | 49.4 | 50 |