Regression on 27 downstream regression tasks (test)
73.9Health ScorePDFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PDFMApproach type=Pre-computed embedding fields, Evaluation protocol=Linear Probing, Socio-economic prediction specialized=true2026.04 | 73.9 | 82.6 | 82.3 | 74.5 | |
| UniGeoClipApproach type=Contrastive, Evaluation protocol=Linear Probing2026.04 | 53.1 | 69.9 | 81.1 | 57 | |
| GeoClipApproach type=Contrastive, Evaluation protocol=Linear Probing, Retrained on our dataset=true2026.04 | 47.3 | 67.9 | 77.9 | 51.6 | |
| GeoClipApproach type=Contrastive, Evaluation protocol=Linear Probing2026.04 | 45.2 | 65.7 | 84.2 | 49.8 | |
| SigLIP 2Approach type=Contrastive, Evaluation protocol=Linear Probing2026.04 | 34.5 | 48.5 | 72.3 | 40.2 | |
| SatClipApproach type=Contrastive, Evaluation protocol=Linear Probing, Retrained on our dataset=true2026.04 | 32.3 | 48.5 | 43.7 | 36.7 | |
| SatClipApproach type=Contrastive, Evaluation protocol=Linear Probing2026.04 | 25.7 | 34.4 | 70.7 | 30.1 | |
| AlphaEarthApproach type=Pre-computed embedding fields, Evaluation protocol=Linear Probing2026.04 | 23.1 | 29.9 | 83.3 | 29 |