Image Classification on ForestNet (val)
57AccuracyNeighborMAE
Evaluation Results
| Method | Links | |
|---|---|---|
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 57 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 56.8 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 56.3 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 56 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 55.5 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 54.8 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 54.2 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=full fine-tuning2026.03 | 54 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 52.4 | |
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 52.4 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 51.5 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 50.8 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 50.4 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 50.1 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 49.7 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 48.3 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 44.7 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 43.8 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=frozen backbone2026.03 | 43.8 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 41.1 |