Image Classification on FireRisk (val)
64.2AccuracyNeighborMAE
Evaluation Results
| Method | Links | |
|---|---|---|
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 64.2 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 64 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 64 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=full fine-tuning2026.03 | 64 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 63.9 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 63.5 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 63.3 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 63.2 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 63.1 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 61.6 | |
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 61.4 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 61.3 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 61 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 60.7 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 60.4 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=frozen backbone2026.03 | 60.3 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 60.1 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 60.1 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 60 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 58.2 |