Metric: F1 Score (higher is better)
| # | Model↕ | F1 Score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FG-MAE (ViT-S/16) | 80.8 | Yes | Feature Guided Masked Autoencoder for Self-super... | 2023-10-28 | Code |
| 2 | MoCov3 (ViT-S/16) | 80.5 | Yes | SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Tem... | 2022-11-13 | Code |
| 3 | MAE (ViT-S/16) | 79.9 | Yes | Feature Guided Masked Autoencoder for Self-super... | 2023-10-28 | Code |
| 4 | MoCov2 (ResNet50) | 79.8 | Yes | SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Tem... | 2022-11-13 | Code |
| 5 | ViT-S/16 | 78.9 | No | Feature Guided Masked Autoencoder for Self-super... | 2023-10-28 | Code |
| 6 | ResNet50 | 76.8 | No | Benchmarking and scaling of deep learning models... | 2021-11-18 | Code |