| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | EuroSAT | Accuracy99.81 | 497 | |
| Image Classification | EuroSAT | Accuracy98.97 | 83 | |
| Image Classification | EuroSAT | Base Accuracy98.41 | 70 | |
| Few-shot classification | EuroSAT | Accuracy90.85 | 67 | |
| Image Classification | EuroSAT Base-to-New | Base Score95.83 | 65 | |
| Image Classification | EuroSAT (test) | Accuracy99.11 | 59 | |
| Fine-grained classification | EuroSAT | Accuracy64.1 | 57 | |
| 5-way Classification | EuroSat | Average Accuracy95.34 | 51 | |
| Image Classification | EUROSAT | Accuracy99 | 34 | |
| Fine-grained classification | EuroSAT (novel classes) | Expected Calibration Error3.33 | 28 | |
| Fine-grained classification | EuroSAT base classes | Accuracy93.6 | 27 | |
| Error Detection | EuroSAT | AuROC98.1 | 27 | |
| Cross-domain few-shot classification | EuroSAT | Accuracy0.9606 | 27 | |
| Base-to-Novel Generalization | EuroSAT | Base Score97.81 | 26 | |
| Image Classification | EuroSAT | Accuracy58.3 | 26 | |
| Satellite Image Classification | EuroSAT | Base Score95.31 | 23 | |
| Fine-grained Image Classification | EuroSAT (test) | Top-1 Test Error0.9 | 21 | |
| Few-shot classification | EuroSAT 5-5 (Unseen classes) | Accuracy0.8564 | 18 | |
| Few-shot classification | EuroSAT All classes 5-5 | Accuracy92.83 | 18 | |
| Scene Classification | EuroSAT Sentinel-2 (train val) | OA99.3 | 18 | |
| Few-shot Image Classification | EuroSAT (test) | 1-Shot Accuracy94.3 | 18 | |
| Satellite Image Classification | EuroSAT | Top-1 Acc96.6 | 17 | |
| Image Classification | EuroSAT H (harmonic mean) | Accuracy88.66 | 16 | |
| Few-shot classification | EuroSat (test) | Accuracy87.65 | 16 | |
| Remote Sensing Scene Classification | EuroSAT | Top-1 Accuracy51.4 | 15 |