Classification on m-pv4ger (test)
98.19Mean AccuracySatlas-Swin-100M
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Satlas-Swin-100MBackbone=Swin, Parameters=100M, Pre-training=Satlas2024.12 | 98.19 | 0.24 | 98.6 | 97.8 | |
| DOFA-ViT-300MBackbone=ViT, Parameters=300M, Pre-training=DOFA2024.12 | 98.12 | 0.25 | 98.6 | 97.7 | |
| Prithvi-EO-2.0-300M-TLVersion=2.0, Parameters=300M, Transfer Learning=true2024.12 | 97.91 | 0.17 | 98.2 | 97.7 | |
| Prithvi-EO-2.0-600MVersion=2.0, Parameters=600M2024.12 | 97.9 | 0.27 | 98.2 | 97.4 | |
| Prithvi-EO-2.0-300MVersion=2.0, Parameters=300M2024.12 | 97.88 | 0.37 | 98.4 | 97.3 | |
| Prithvi-EO-2.0-600M-TLVersion=2.0, Parameters=600M, Transfer Learning=true2024.12 | 97.8 | 0.24 | 98.2 | 97.4 | |
| Prithvi-EO-2.0-100MVersion=2.0, Parameters=100M2024.12 | 97.55 | 0.2 | 97.9 | 97.2 | |
| MOCO-Resnet50Backbone=ResNet-50, Pre-training=MOCO2024.12 | 97.48 | 0.22 | 97.9 | 97.1 | |
| DINO-Resnet50Backbone=ResNet-50, Pre-training=DINO2024.12 | 97.47 | 0.34 | 98 | 96.8 | |
| Prithvi-EO-2.0-100M-TLVersion=2.0, Parameters=100M, Transfer Learning=true2024.12 | 97.42 | 0.4 | 97.9 | 96.6 | |
| DeCUR-Resnet50Backbone=ResNet-50, Pre-training=DeCUR2024.12 | 97.38 | 0.3 | 97.9 | 96.9 | |
| ScaleMAE-ViT-300MBackbone=ViT, Parameters=300M, Pre-training=ScaleMAE2024.12 | 96.74 | 0.3 | 97.2 | 96.3 | |
| PanopticonModality=S2, Temporal Setting=Single timestamp, Evaluation Protocol=kNN, Training Supervision=SSL, Unseen Sensor=true2026.06 | 96.7 | — | — | — | |
| Prithvi-EO-1.0-100MVersion=1.0, Parameters=100M2024.12 | 96.5 | 0.25 | 96.9 | 96 | |
| DOFAModality=S2, Temporal Setting=Single timestamp, Evaluation Protocol=kNN, Training Supervision=SSL, Unseen Sensor=true2026.06 | 95.8 | — | — | — | |
| CROMA-LModality=S2, Temporal Setting=Single timestamp, Evaluation Protocol=kNN, Training Supervision=SSL, Unseen Sensor=true2026.06 | 94.5 | — | — | — | |
| Galileo-BModality=S2, Temporal Setting=Single timestamp, Evaluation Protocol=kNN, Training Supervision=SSup, Unseen Sensor=true2026.06 | 93.1 | — | — | — | |
| UniverSat-BModality=S2, Temporal Setting=Single timestamp, Evaluation Protocol=kNN, Training Supervision=SSL, Unseen Sensor=true2026.06 | 92.7 | — | — | — | |
| AnySatModality=S2, Temporal Setting=Single timestamp, Evaluation Protocol=kNN, Training Supervision=SSL, Unseen Sensor=true2026.06 | 90.3 | — | — | — |