| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fine-grained Image Classification | CUB200 2011 (test) | Accuracy93.1 | 536 | |
| Image Classification | CUB-200-2011 (test) | Top-1 Acc91.9 | 276 | |
| Image Classification | CUB 200 2011 | Accuracy97.1 | 257 | |
| Image Retrieval | CUB-200 2011 (test) | Recall@187.2 | 251 | |
| Generalized Zero-Shot Learning | CUB | H Score344 | 250 | |
| Image Classification | CUB | Accuracy94.4 | 249 | |
| Fine-grained Image Classification | CUB-200 2011 | Accuracy92.6 | 222 | |
| Image Retrieval | CUB 200 2011 | Recall@187.8 | 146 | |
| Few-shot classification | CUB (test) | Accuracy97.4 | 145 | |
| Zero-Shot Learning | CUB | Top-1 Accuracy87.7 | 144 | |
| Generalized Category Discovery | CUB | Accuracy (All)90.7 | 113 | |
| Few-shot classification | CUB | Accuracy93.18 | 96 | |
| 5-way few-shot classification | CUB | 5-shot Acc94.02 | 95 | |
| Image Classification | CUB-200 | Accuracy86.83 | 92 | |
| Image Classification | CUB | Unseen Top-1 Acc81.6 | 89 | |
| Image Retrieval | CUB | Recall@190.1 | 87 | |
| Classification | CUB | Accuracy91.9 | 85 | |
| Weakly-Supervised Object Localization | CUB (test) | Top-1 Loc Acc80.1 | 80 | |
| Classification | CUB (test) | Accuracy94.11 | 79 | |
| Few-Shot Class-Incremental Learning | CUB-200 | Session 1 Accuracy88.92 | 75 | |
| Fine-grained visual classification | CUB-200-2011 (test) | Top-1 Acc0.918 | 70 | |
| Weakly Supervised Object Localization | CUB | MaxBoxAccV286.6 | 69 | |
| Object Localization | CUB-200 2011 (test) | Top-1 Loc. Accuracy89.3 | 68 | |
| Image Classification | CUB200 (val) | Accuracy91.99 | 66 | |
| Generalized Category Discovery | CUB-200 (test) | Overall Accuracy79.3 | 63 |