Classification on Aircraft
32.5AccuracyZero-Shot Accuracy
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Zero-Shot AccuracyBackbone=ViT-L/142026.06 | 32.5 | — | — | |
| MTABackbone=ResNet50, Optim.=false2026.07 | 17.94 | — | — | |
| USEBackbone=ResNet50, Optim.=true2026.07 | 17.85 | — | — | |
| ZEROBackbone=ResNet50, Optim.=false2026.07 | 17.78 | — | — | |
| TPTBackbone=ResNet50, Optim.=true2026.07 | 17.67 | — | — | |
| R-TPTBackbone=ResNet50, Optim.=true2026.07 | 17.58 | — | — | |
| TPSBackbone=ResNet50, Optim.=true2026.07 | 17.37 | — | — | |
| SEBackbone=ResNet50, Optim.=false2026.07 | 17.31 | — | — | |
| STSBackbone=ResNet50, Optim.=true2026.07 | 17.31 | — | — | |
| C-TPTBackbone=ResNet50, Optim.=true2026.07 | 17.18 | — | — | |
| RLCFBackbone=ResNet50, Optim.=true2026.07 | 16.92 | — | — | |
| CLIPBackbone=ResNet50, Optim.=false2026.07 | 15.72 | — | — | |
| APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.1 | |
| L-APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.15 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.13 | |
| L-LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.2 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.18 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.13 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.14 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 8 | 0.2 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 8 | 0.22 | |
| LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.16 | |
| RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 9 | 0.11 | |
| TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 8 | 0.21 |