| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | FGVC-Aircraft (test) | Accuracy95.4 | 322 | |
| Fine-grained Visual Classification | FGVC-Aircraft (test) | Top-1 Acc95.5 | 312 | |
| Image Classification | FGVC Aircraft | Accuracy88.01 | 223 | |
| Generalized Category Discovery | FGVC-Aircraft | Accuracy (All)83.4 | 115 | |
| Image Classification | FGVC-Aircraft | Top-1 Acc86.72 | 112 | |
| Image Classification | FGVC Aircraft | Robust Accuracy71.9 | 62 | |
| Image Classification | FGVC Aircraft | Accuracy81.4 | 59 | |
| Fine-Grained Visual Classification | FGVC Aircraft | Top-1 Accuracy94.1 | 51 | |
| Fine-grained classification | FGVC Aircraft | Accuracy88.89 | 51 | |
| Fine-grained Image Classification | FGVC-Aircraft | Accuracy (All)93.4 | 50 | |
| Class-Incremental Learning | FGVC-aircraft | Accuracy Last74.89 | 41 | |
| Image Classification | FGVC Aircraft | Base Accuracy47.08 | 38 | |
| Few-Shot Image Classification | FGVC Aircraft (test) | Top-1 Accuracy62.1 | 31 | |
| Generalized Category Discovery | FGVC-Aircraft (test) | Accuracy (All)59.6 | 31 | |
| Classification | FGVC Aircraft | Top-1 Accuracy57 | 28 | |
| Base-to-novel Image Classification | FGVC Aircraft | Base Accuracy55 | 25 | |
| Fine-Grained Classification | FGVC-Aircraft (test) | Accuracy88.71 | 23 | |
| Image Classification | FGVC Aircraft Air | Accuracy66.5 | 23 | |
| Image Classification | FGVC-Aircraft few-shot | Accuracy36 | 22 | |
| Class-Incremental Learning | FGVC-Aircraft B0 Inc10 (test) | Average Performance (A-bar)71.57 | 17 | |
| Online Continual Learning | FGVC-Aircraft | AAUC40.6 | 17 | |
| Generalized Category Discovery | FGVC-Aircraft New classes | Clustering Accuracy59.2 | 16 | |
| Generalized Category Discovery | FGVC-Aircraft Old classes | Clustering Accuracy69 | 16 | |
| Generalized Category Discovery | FGVC-Aircraft All classes | Clustering Accuracy61.8 | 16 | |
| Continual Category Discovery | FGVC-Aircraft | cACC (All)71.4 | 16 |