Image Classification on UCF101 (Zero-Shot Accuracy, CovGap, MCCC)
0.1CovGapAPS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| APSBackbone=RN101, Alpha=0.1, Local vs Global=Global2026.06 | 0.1 | — | 0.02 | |
| L-APS (naive)Backbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=true2026.06 | 0.1 | — | 0.03 | |
| L-APSBackbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=false2026.06 | 0.1 | — | 0.03 | |
| L-LAC (naive)Backbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=true2026.06 | 0.11 | — | 0.01 | |
| L-RAPS (naive)Backbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=true2026.06 | 0.11 | — | 0 | |
| L-LAC (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.02 | |
| APSBackbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.05 | |
| L-APS (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.05 | |
| L-APSBackbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.05 | |
| RAPSBackbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.04 | |
| L-RAPS (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.06 | |
| L-RAPSBackbone=ViT-B/16, alpha=0.12026.06 | 0.11 | — | 0.04 | |
| TOPKBackbone=ViT-L/14, alpha=0.12026.06 | 0.11 | — | 0.08 | |
| L-TOPKBackbone=ViT-L/14, alpha=0.12026.06 | 0.11 | — | 0.1 | |
| L-APSBackbone=RN50, alpha=0.12026.06 | 0.11 | — | 0.08 | |
| TOPKBackbone=RN101, Alpha=0.1, Local vs Global=Global2026.06 | 0.12 | — | 0 | |
| L-TOPK (naive)Backbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=true2026.06 | 0.12 | — | 0 | |
| L-TOPKBackbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=false2026.06 | 0.12 | — | 0 | |
| LACBackbone=RN101, Alpha=0.1, Local vs Global=Global2026.06 | 0.12 | — | 0.01 | |
| L-LACBackbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=false2026.06 | 0.12 | — | 0.01 | |
| RAPSBackbone=RN101, Alpha=0.1, Local vs Global=Global2026.06 | 0.12 | — | 0 | |
| L-RAPSBackbone=RN101, Alpha=0.1, Local vs Global=Local, Naive=false2026.06 | 0.12 | — | 0 | |
| TOPKBackbone=ViT-B/16, alpha=0.12026.06 | 0.12 | — | 0.03 | |
| L-TOPK (naive)Backbone=ViT-B/16, alpha=0.12026.06 | 0.12 | — | 0.05 | |
| L-TOPKBackbone=ViT-B/16, alpha=0.12026.06 | 0.12 | — | 0.07 | |
| LACBackbone=ViT-B/16, alpha=0.12026.06 | 0.12 | — | 0.01 | |
| L-LACBackbone=ViT-B/16, alpha=0.12026.06 | 0.12 | — | 0.02 | |
| L-RAPSBackbone=RN101, alpha=0.12026.06 | 0.12 | — | 0 | |
| Zero-Shot AccuracyBackbone=ViT-B/162026.06 | — | 67.5 | — | |
| Zero-Shot AccuracyBackbone=ViT-L/142026.06 | — | 75.1 | — | |
| Zero-Shot AccuracyBackbone=RN502026.06 | — | 61.9 | — | |
| Zero-Shot AccuracyBackbone=RN1012026.06 | — | 61 | — | |
| Zero-Shot BaselineBackbone=RN1012026.06 | — | 61 | — |