Zero-Shot Image Classification on Flower102
10.1Average Set SizeTOPK
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TOPKBackbone=RN101, Alpha=0.12026.06 | 10.1 | — | |
| L-TOPKBackbone=RN101, Alpha=0.12026.06 | 8.47 | — | |
| L-TOPK (naive)Backbone=RN101, Alpha=0.12026.06 | 8.09 | — | |
| APSBackbone=RN101, Alpha=0.12026.06 | 7.99 | — | |
| L-LACBackbone=RN101, Alpha=0.12026.06 | 7.86 | — | |
| L-APSBackbone=RN101, Alpha=0.12026.06 | 7.86 | — | |
| RAPSBackbone=RN101, Alpha=0.12026.06 | 7.11 | — | |
| L-APS (naive)Backbone=RN101, Alpha=0.12026.06 | 7.01 | — | |
| L-RAPSBackbone=RN101, Alpha=0.12026.06 | 6.65 | — | |
| LACBackbone=RN101, Alpha=0.12026.06 | 6.49 | — | |
| L-RAPS (naive)Backbone=RN101, Alpha=0.12026.06 | 6.21 | — | |
| L-LAC (naive)Backbone=RN101, Alpha=0.12026.06 | 5.45 | — | |
| TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 4.1 | 79.6 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 3.7 | 79.6 | |
| L-APSBackbone=ViT-L/14, Alpha=0.12026.06 | 3.07 | 79.6 | |
| APSBackbone=ViT-L/14, Alpha=0.12026.06 | 3.04 | 79.6 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 3.04 | 79.6 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.89 | 79.6 | |
| RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.88 | 79.6 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.12026.06 | 2.8 | 79.6 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.12026.06 | 2.78 | 79.6 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.06 | 2.05 | 79.6 | |
| LACBackbone=ViT-L/14, Alpha=0.12026.06 | 2.03 | 79.6 | |
| L-LACBackbone=ViT-L/14, Alpha=0.12026.06 | 1.97 | 79.6 | |
| Zero-Shot CLIPBackbone=RN1012026.06 | — | 64.4 |