Multispectral Classification on GEO-Bench m-bigearthnet, m-so2sat, m-eurosat (test)
0.6215F1 Score (GB-ben)TerraFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TerraFMInput modality=Multispectral/MS, Evaluation protocol=Linear probing2026.02 | 0.6215 | 0.4757 | 0.931 | 0.6761 | |
| DINOv3-LSInput modality=Optical/RGB, Evaluation protocol=Linear probing2026.02 | 0.587 | 0.4868 | 0.924 | 0.6659 | |
| DEOInput modality=Multispectral/MS, Evaluation protocol=Linear probing2026.02 | 0.5843 | 0.5223 | 0.97 | 0.6922 | |
| DINOv3-BInput modality=Optical/RGB, Evaluation protocol=Linear probing2026.02 | 0.5548 | 0.5294 | 0.933 | 0.6791 | |
| CROMAInput modality=Multispectral/MS, Evaluation protocol=Linear probing2026.02 | 0.5313 | 0.4665 | 0.893 | 0.6369 | |
| GFMInput modality=Optical/RGB, Evaluation protocol=Linear probing2026.02 | 0.5191 | 0.4726 | 0.955 | 0.6489 | |
| DINOv2-BInput modality=Optical/RGB, Evaluation protocol=Linear probing2026.02 | 0.5056 | 0.4138 | 0.896 | 0.6051 | |
| SatDiFuserInput modality=Optical/RGB, Evaluation protocol=Linear probing2026.02 | 0.4997 | 0.3519 | 0.882 | 0.5712 | |
| Scale-MAEInput modality=Optical/RGB, Evaluation protocol=Linear probing2026.02 | 0.4606 | 0.4402 | 0.924 | 0.6083 | |
| Cop.-FMInput modality=Multispectral/MS, Evaluation protocol=Linear probing2026.02 | 0.4565 | 0.4493 | 0.879 | 0.5949 |