| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Class-Incremental Learning | XD-VSCIL High-Scale Domain Imbalance | Aircraft Score40.98 | 11 | |
| Few-Shot Class-Incremental Learning | XD-VSCIL 20-shot | Last Accuracy70.67 | 5 | |
| Few-Shot Class-Incremental Learning | XD-VSCIL 15-shot | Last Accuracy69.02 | 5 | |
| Few-Shot Class-Incremental Learning | XD-VSCIL 10-shot | Last Accuracy66.52 | 5 | |
| Few-Shot Class-Incremental Learning | XD-VSCIL 5-shot | Last Accuracy60.82 | 5 | |
| Cross-Domain Variable-Shot Continual Incremental Learning | XD-VSCIL High-Scale Domain Imbalance | S_adapt50.07 | 5 | |
| Cross-Domain Variable-Shot Continual Incremental Learning | XD-VSCIL Cross-Scale Imbalance | S_adapt52.25 | 5 | |
| Cross-Domain Variable-Shot Continual Incremental Learning | XD-VSCIL Balanced-in-Class Domain | S_adapt56.42 | 5 |