Classification on SUN397
67.7AccuracyZero-Shot Accuracy
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Zero-Shot AccuracyBackbone=ViT-L/142026.06 | 67.7 | — | — | |
| USEBackbone=ResNet50, Optim.=true2026.07 | 61.55 | — | — | |
| TPTBackbone=ResNet50, Optim.=true2026.07 | 61.38 | — | — | |
| C-TPTBackbone=ResNet50, Optim.=true2026.07 | 60.94 | — | — | |
| R-TPTBackbone=ResNet50, Optim.=true2026.07 | 60.79 | — | — | |
| SEBackbone=ResNet50, Optim.=false2026.07 | 60.76 | — | — | |
| MTABackbone=ResNet50, Optim.=false2026.07 | 60.75 | — | — | |
| RLCFBackbone=ResNet50, Optim.=true2026.07 | 60.67 | — | — | |
| ZEROBackbone=ResNet50, Optim.=false2026.07 | 60.46 | — | — | |
| TPSBackbone=ResNet50, Optim.=true2026.07 | 60.36 | — | — | |
| STSBackbone=ResNet50, Optim.=true2026.07 | 59.91 | — | — | |
| CLIPBackbone=ResNet50, Optim.=false2026.07 | 58.84 | — | — | |
| APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.08 | 0.27 | |
| L-APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.08 | 0.29 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.08 | 0.28 | |
| L-LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.09 | 0.13 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.09 | 0.14 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.08 | 0.15 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.08 | 0.15 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.09 | 0.05 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.09 | 0.06 | |
| LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.09 | 0.13 | |
| RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.08 | 0.15 | |
| TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.09 | 0.07 |