Image Classification on UC Merced
98.5Accuracy (KNN)DREAM
Evaluation Results
| Method | Links | |
|---|---|---|
| DREAMWay=5, Shot=52026.03 | 98.5 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=full fine-tuning2026.03 | 98.3 | |
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 97.6 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 97.1 | |
| SatMAE++ViT=Large, Evaluation Protocol=Linear probing2025.05 | 96.43 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=frozen backbone2026.03 | 96.4 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 96.2 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 95.9 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 95.9 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 94.5 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 94.2 | |
| SatMAEViT=Large, Evaluation Protocol=Linear probing2025.05 | 93.81 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 93.1 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 93.1 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 93.1 | |
| CLIPWay=5, Shot=52026.03 | 92.6 | |
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 91.4 | |
| Sat2SoundViT=Base, Evaluation Protocol=Linear probing2025.05 | 90.95 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 90.9 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 88.8 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 88.1 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 87.8 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 86.9 | |
| REPAWay=5, Shot=52026.03 | 82.4 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 79.7 | |
| MARWay=5, Shot=52026.03 | 77.3 | |
| FLUIDWay=5, Shot=52026.03 | 77 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 73.8 | |
| Scale-MAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.01 | 0.75 | |
| Cross-Scale MAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.01 | 0.745 | |
| SatMAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.01 | 0.697 |