| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fine-grained Visual Classification | FGVC-Aircraft (test) | Top-1 Acc95.5 | 287 | |
| Image Classification | FGVC-Aircraft (test) | Accuracy95.4 | 231 | |
| Image Classification | FGVC Aircraft | Top-1 Accuracy94.8 | 185 | |
| Generalized Category Discovery | FGVC-Aircraft | Accuracy (All)83.4 | 82 | |
| Image Classification | FGVC-Aircraft | Top-1 Acc86.72 | 70 | |
| Fine-Grained Visual Classification | FGVC Aircraft | Top-1 Accuracy94.1 | 41 | |
| Fine-grained Image Classification | FGVC-Aircraft | Accuracy (All)93.4 | 39 | |
| Image Classification | FGVC Aircraft | Accuracy65.1 | 32 | |
| Few-Shot Image Classification | FGVC Aircraft (test) | Top-1 Accuracy62.1 | 31 | |
| Fine-grained classification | FGVC Aircraft | Accuracy88.89 | 25 | |
| Image Classification | FGVC Aircraft Air | Accuracy66.5 | 23 | |
| Image Classification | FGVC Aircraft | Clean Accuracy20.16 | 22 | |
| Class-Incremental Learning | FGVC-aircraft | Accuracy Last54 | 15 | |
| Generalized Category Discovery | FGVC-Aircraft (test) | Accuracy (All)59.4 | 14 | |
| Base-to-novel Image Classification | FGVC Aircraft | Base Accuracy55 | 13 | |
| Category Discovery | FGVC-Aircraft New classes | Accuracy65.1 | 13 | |
| Category Discovery | FGVC-Aircraft Old classes | Accuracy69.9 | 13 | |
| Category Discovery | FGVC-Aircraft All classes | Accuracy66.3 | 13 | |
| Fine-grained classification | FGVC Aircraft (base) | MCE0.62 | 12 | |
| Fine-grained Visual Classification | FGVC-Aircraft 33 (test) | Top-1 Accuracy85.76 | 10 | |
| Classification | FGVC Aircraft | Accuracy (Base)42.96 | 9 | |
| Classification | FGVC-Aircraft | Robust Accuracy3.93 | 8 | |
| Image Classification | FGVC Aircraft 4-shot | Accuracy30.4 | 8 | |
| Continuous Novel Category Discovery | FGVC-Aircraft | Mf Score53.23 | 8 | |
| Image Classification | FGVC Aircraft 50% labels | Accuracy86.89 | 8 |