Image Classification on StanfordCars (Zero-Shot)
6.74Average Set SizeL-APS (naive)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| L-APS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 6.74 | — | |
| TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 6.5 | — | |
| L-TOPK (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 6.49 | — | |
| L-APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 6.44 | — | |
| APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 6.43 | — | |
| L-TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 5.66 | — | |
| L-RAPS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 5.61 | — | |
| RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 5.42 | — | |
| L-RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 5.37 | — | |
| L-LAC (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 4.75 | — | |
| L-APS (naive)Backbone=RN101, Alpha=0.12026.06 | 4.61 | — | |
| TOPKBackbone=RN101, Alpha=0.12026.06 | 4.5 | — | |
| LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 4.5 | — | |
| L-LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 4.49 | — | |
| L-TOPK (naive)Backbone=RN101, Alpha=0.12026.06 | 4.39 | — | |
| APSBackbone=RN101, Alpha=0.12026.06 | 4.38 | — | |
| L-APSBackbone=RN101, Alpha=0.12026.06 | 4.38 | — | |
| L-RAPS (naive)Backbone=RN101, Alpha=0.12026.06 | 4.06 | — | |
| RAPSBackbone=RN101, Alpha=0.12026.06 | 3.95 | — | |
| L-RAPSBackbone=RN101, Alpha=0.12026.06 | 3.91 | — | |
| L-TOPKBackbone=RN101, Alpha=0.12026.06 | 3.89 | — | |
| L-LAC (naive)Backbone=RN101, Alpha=0.12026.06 | 3.1 | — | |
| L-LACBackbone=RN101, Alpha=0.12026.06 | 3.06 | — | |
| LACBackbone=RN101, Alpha=0.12026.06 | 2.96 | — | |
| TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 2.5 | 76.9 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.44 | 76.9 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.41 | 76.9 | |
| APSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.35 | 76.9 | |
| L-APSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.35 | 76.9 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.32 | 76.9 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.26 | 76.9 | |
| RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.25 | 76.9 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 1.99 | 76.9 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 1.64 | 76.9 | |
| L-LACBackbone=ViT-L/14, Alpha=0.12026.06 | 1.59 | 76.9 | |
| LACBackbone=ViT-L/14, Alpha=0.12026.06 | 1.57 | 76.9 | |
| Zero-Shot AccuracyBackbone=RN502026.06 | — | 55.8 | |
| Zero-Shot CLIPBackbone=RN1012026.06 | — | 63.2 |