FGVC-Aircraft
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fine-grained Visual Classification | FGVC-Aircraft (test) | Top-1 Acc95.5 | 312 | |
| Image Classification | FGVC-Aircraft (test) | Accuracy95.4 | 305 | |
| Image Classification | FGVC Aircraft | Top-1 Accuracy94.8 | 203 | |
| Generalized Category Discovery | FGVC-Aircraft | Accuracy (All)83.4 | 105 | |
| Image Classification | FGVC-Aircraft | Top-1 Acc86.72 | 92 | |
| Fine-grained Image Classification | FGVC-Aircraft | Accuracy (All)93.4 | 50 | |
| Image Classification | FGVC Aircraft | Robust Accuracy5.41 | 41 | |
| Fine-Grained Visual Classification | FGVC Aircraft | Top-1 Accuracy94.1 | 41 | |
| Image Classification | FGVC Aircraft | Accuracy65.1 | 32 | |
| Few-Shot Image Classification | FGVC Aircraft (test) | Top-1 Accuracy62.1 | 31 | |
| Image Classification | FGVC Aircraft | Base Accuracy47.08 | 25 | |
| Fine-grained classification | FGVC Aircraft | Accuracy88.89 | 25 | |
| Image Classification | FGVC Aircraft Air | Accuracy66.5 | 23 | |
| Image Classification | FGVC-Aircraft few-shot | Accuracy36 | 22 | |
| Class-Incremental Learning | FGVC-aircraft | Accuracy Last74.89 | 21 | |
| Classification | FGVC Aircraft | Top-1 Accuracy57 | 18 | |
| Generalized Category Discovery | FGVC-Aircraft (test) | Accuracy (All)59.4 | 14 | |
| Adversarial Attack Transferability | FGVC Aircraft | Accuracy Difference/Score92.07 | 13 | |
| 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 | |
| Clustering | FGVC-Aircraft | Accuracy (ACC%)42.6 | 12 | |
| Fine-grained classification | FGVC Aircraft (base) | MCE0.62 | 12 | |
| Few-shot fine-grained classification | FGVC-Aircraft | Top-1 Accuracy37.73 | 10 |
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