Semantic Segmentation on Five-Billion-Pixels (val)
66.6mIoUNeighborMAE
Evaluation results
| Method | Links | |
|---|---|---|
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 66.6 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=full fine-tuning2026.03 | 66.2 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 65.7 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 63.9 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 63.7 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=full fine-tuning2026.03 | 62.5 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 61.9 | |
| NeighborMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 60.3 | |
| DOFAPre-training Data=DOFA [46], Evaluation Protocol=frozen backbone2026.03 | 59.7 | |
| MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 58.8 | |
| NeighborMAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 58.4 | |
| ScaleMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 57.5 | |
| MAEPre-training Data=Satl. [41], Evaluation Protocol=frozen backbone2026.03 | 57 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 56.8 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 56.4 | |
| SatMAE++Pre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 54.4 | |
| SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 51.2 | |
| Temporal SatMAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 50.9 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=full fine-tuning2026.03 | 47.5 | |
| CrossScale MAEPre-training Data=fMoW [8], Evaluation Protocol=frozen backbone2026.03 | 41.6 |