Image Classification on Pets (Zero-Shot)
2.01Average Set SizeL-APS (naive)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| L-APS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 2.01 | — | |
| L-RAPS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 2.01 | — | |
| TOPKBackbone=RN101, Alpha=0.12026.06 | 2 | — | |
| TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 2 | — | |
| L-TOPK (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 2 | — | |
| RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.99 | — | |
| L-RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.98 | — | |
| APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.97 | — | |
| L-APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.96 | — | |
| L-APSBackbone=RN101, Alpha=0.12026.06 | 1.87 | — | |
| APSBackbone=RN101, Alpha=0.12026.06 | 1.86 | — | |
| RAPSBackbone=RN101, Alpha=0.12026.06 | 1.85 | — | |
| L-RAPSBackbone=RN101, Alpha=0.12026.06 | 1.83 | — | |
| L-APS (naive)Backbone=RN101, Alpha=0.12026.06 | 1.82 | — | |
| L-RAPS (naive)Backbone=RN101, Alpha=0.12026.06 | 1.81 | — | |
| L-TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.52 | — | |
| L-TOPKBackbone=RN101, Alpha=0.12026.06 | 1.5 | — | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 1.35 | 93.5 | |
| APSBackbone=ViT-L/14, Alpha=0.12026.06 | 1.33 | 93.5 | |
| L-APSBackbone=ViT-L/14, Alpha=0.12026.06 | 1.33 | 93.5 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 1.31 | 93.5 | |
| L-LAC (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 1.3 | — | |
| RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 1.29 | 93.5 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 1.29 | 93.5 | |
| L-LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.28 | — | |
| LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 1.27 | — | |
| L-LACBackbone=RN101, Alpha=0.12026.06 | 1.23 | — | |
| LACBackbone=RN101, Alpha=0.12026.06 | 1.21 | — | |
| L-LAC (naive)Backbone=RN101, Alpha=0.12026.06 | 1.17 | — | |
| TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 1 | 93.5 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 1 | 93.5 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 1 | 93.5 | |
| L-TOPK (naive)Backbone=RN101, Alpha=0.12026.06 | 1 | — | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 0.96 | 93.5 | |
| L-LACBackbone=ViT-L/14, Alpha=0.12026.06 | 0.96 | 93.5 | |
| LACBackbone=ViT-L/14, Alpha=0.12026.06 | 0.95 | 93.5 | |
| Zero-Shot AccuracyBackbone=RN502026.06 | — | 85.7 | |
| Zero-Shot CLIPBackbone=RN1012026.06 | — | 86.9 |