Image Classification on Aircraft (Zero-Shot)
34.53Average Set SizeL-TOPK (naive)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| L-TOPK (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 34.53 | — | |
| TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 34.2 | — | |
| L-APS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 30.75 | — | |
| L-TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 30.66 | — | |
| TOPKBackbone=RN101, Alpha=0.12026.06 | 30.3 | — | |
| APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 29.74 | — | |
| L-APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 29.56 | — | |
| APSBackbone=RN101, Alpha=0.12026.06 | 28.97 | — | |
| L-RAPS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 28.91 | — | |
| L-TOPKBackbone=RN101, Alpha=0.12026.06 | 28.9 | — | |
| L-LAC (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 28.82 | — | |
| L-LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 28.4 | — | |
| L-APSBackbone=RN101, Alpha=0.12026.06 | 28.24 | — | |
| LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 28.15 | — | |
| L-TOPK (naive)Backbone=RN101, Alpha=0.12026.06 | 27.97 | — | |
| L-RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 27.72 | — | |
| RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 27.58 | — | |
| LACBackbone=RN101, Alpha=0.12026.06 | 27.37 | — | |
| L-APS (naive)Backbone=RN101, Alpha=0.12026.06 | 27.34 | — | |
| L-LACBackbone=RN101, Alpha=0.12026.06 | 26.55 | — | |
| L-LAC (naive)Backbone=RN101, Alpha=0.12026.06 | 25.8 | — | |
| RAPSBackbone=RN101, Alpha=0.12026.06 | 25.58 | — | |
| L-RAPS (naive)Backbone=RN101, Alpha=0.12026.06 | 24.88 | — | |
| L-RAPSBackbone=RN101, Alpha=0.12026.06 | 24.85 | — | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 9.56 | 32.5 | |
| TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 9.4 | 32.5 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 9.22 | 32.5 | |
| APSBackbone=ViT-L/14, Alpha=0.12026.06 | 8.74 | 32.5 | |
| L-APSBackbone=ViT-L/14, Alpha=0.12026.06 | 8.57 | 32.5 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 8.4 | 32.5 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 8.14 | 32.5 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 7.87 | 32.5 | |
| RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 7.87 | 32.5 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 7.68 | 32.5 | |
| LACBackbone=ViT-L/14, Alpha=0.12026.06 | 7.4 | 32.5 | |
| L-LACBackbone=ViT-L/14, Alpha=0.12026.06 | 7.24 | 32.5 | |
| Zero-Shot AccuracyBackbone=RN502026.06 | — | 17 | |
| Zero-Shot CLIPBackbone=RN1012026.06 | — | 18.1 |