Image Classification on UCF101 (Zero-Shot)
1.94Mean Prediction Set SizeL-LAC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| L-LACBackbone=ViT-L/14, alpha=0.12026.06 | 1.94 | — | |
| LACBackbone=ViT-L/14, Alpha=0.12026.06 | 1.94 | 75.1 | |
| L-LACBackbone=ViT-L/14, Alpha=0.12026.06 | 1.94 | 75.1 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.06 | 75.1 | |
| L-TOPKBackbone=ViT-L/14, alpha=0.12026.06 | 2.63 | — | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 2.63 | 75.1 | |
| L-RAPSBackbone=ViT-L/14, alpha=0.12026.06 | 2.88 | — | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.88 | 75.1 | |
| RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.92 | 75.1 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.98 | 75.1 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 3.2 | 75.1 | |
| L-LACBackbone=ViT-B/16, alpha=0.12026.06 | 3.32 | — | |
| TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 3.4 | 75.1 | |
| LACBackbone=ViT-B/16, alpha=0.12026.06 | 3.42 | — | |
| L-APSBackbone=ViT-L/14, alpha=0.12026.06 | 3.71 | — | |
| L-APSBackbone=ViT-L/14, Alpha=0.12026.06 | 3.71 | 75.1 | |
| L-LAC (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 3.8 | — | |
| APSBackbone=ViT-L/14, Alpha=0.12026.06 | 3.81 | 75.1 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 3.9 | 75.1 | |
| LACBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 4.5 | — | |
| L-LACBackbone=RN101, alpha=0.12026.06 | 4.55 | — | |
| L-LACBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 4.55 | — | |
| L-TOPKBackbone=ViT-B/16, alpha=0.12026.06 | 4.72 | — | |
| L-LAC (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 4.82 | — | |
| L-RAPSBackbone=ViT-B/16, alpha=0.12026.06 | 4.85 | — | |
| RAPSBackbone=ViT-B/16, alpha=0.12026.06 | 5.1 | — | |
| L-RAPS (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 5.36 | — | |
| L-LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 5.37 | — | |
| L-RAPSBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 5.38 | — | |
| RAPSBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 5.39 | — | |
| LACBackbone=RN50, Alpha=0.1, Folds=102026.06 | 5.52 | — | |
| L-RAPS (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 5.64 | — | |
| L-TOPKBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 5.73 | — | |
| TOPKBackbone=ViT-B/16, alpha=0.12026.06 | 5.9 | — | |
| L-LAC (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 6.01 | — | |
| L-APSBackbone=ViT-B/16, alpha=0.12026.06 | 6.2 | — | |
| L-TOPK (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 6.23 | — | |
| APSBackbone=ViT-B/16, alpha=0.12026.06 | 6.41 | — | |
| L-APS (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 6.8 | — | |
| TOPKBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 6.8 | — | |
| L-TOPK (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 6.83 | — | |
| L-RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 7.07 | — | |
| RAPSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 7.14 | — | |
| L-RAPS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 7.38 | — | |
| L-TOPKBackbone=RN50, alpha=0.12026.06 | 7.42 | — | |
| L-TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 7.42 | — | |
| L-APSBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 7.75 | — | |
| APSBackbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 8.07 | — | |
| L-APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 8.3 | — | |
| TOPKBackbone=RN50, Alpha=0.1, Folds=102026.06 | 8.4 | — | |
| APSBackbone=RN50, Alpha=0.1, Folds=102026.06 | 8.51 | — | |
| L-APS (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.06 | 8.64 | — | |
| L-APS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 8.76 | — | |
| L-TOPK (naive)Backbone=RN50, Alpha=0.1, Folds=102026.06 | 8.82 | — | |
| Zero-Shot AccuracyBackbone=ViT-B/16, alpha=0.12026.06 | — | 67.5 | |
| Zero-Shot AccuracyBackbone=ViT-L/14, alpha=0.12026.06 | — | 75.1 | |
| Zero-Shot AccuracyBackbone=RN50, alpha=0.12026.06 | — | 61.9 | |
| Zero-Shot AccuracyBackbone=RN101, alpha=0.12026.06 | — | 61 | |
| Zero-Shot AccuracyBackbone=RN502026.06 | — | 61.9 | |
| Zero-Shot CLIPBackbone=RN1012026.06 | — | 61 |