| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | NICO (test) | Top-1 Acc85.16 | 36 | |
| Image Classification | NICO++ OOD | Accuracy76.2 | 24 | |
| Risky sample generation | NICO++ | Error Rate (%)12.8 | 12 | |
| Image Generation | NICO++ | FID17.3 | 12 | |
| Image Classification | NICO (val) | Accuracy56.05 | 12 | |
| Domain Conversion | NICO++ | AUT24.35 | 10 | |
| Image Classification | NICO Animal (unseen) | Eating Accuracy91.3 | 9 | |
| Class-incremental image classification | NICO++ C (test) | Accuracy (T1)90.38 | 8 | |
| Class-incremental image classification | NICO++ U (test) | Accuracy (T1)98.03 | 8 | |
| Image Classification | NICO | Animal Accuracy0.8523 | 8 | |
| Domain-Incremental Classification | NICO_C (test) | Accuracy (T1)67.83 | 6 | |
| Domain-Incremental Classification | NICO_U (test) | Accuracy (T1)69.22 | 6 |