Classification on UCF101 (Accuracy, CovGap, MCCC)
0.1Covariance Gap (CovGap)APS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.1 | — | 0.1 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.1 | — | 0.1 | |
| L-APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.1 | — | 0.12 | |
| RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.1 | — | 0.13 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.1 | — | 0.13 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.1 | — | 0.1 | |
| TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.11 | — | 0.08 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.11 | — | 0.06 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.11 | — | 0.1 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.11 | — | 0.02 | |
| LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.12 | — | 0.01 | |
| L-LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | 0.12 | — | 0.05 | |
| Zero-Shot AccuracyBackbone=ViT-L/142026.06 | — | 75.1 | — |