Classification on Flower102 (Accuracy, CovGap, MCCC)
79.6AccuracyZero-Shot Accuracy
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Zero-Shot AccuracyBackbone=ViT-L/142026.06 | 79.6 | — | — | |
| C-TPTBackbone=ResNet50, Optim.=true2026.07 | 65.04 | — | — | |
| USEBackbone=ResNet50, Optim.=true2026.07 | 62.89 | — | — | |
| TPTBackbone=ResNet50, Optim.=true2026.07 | 62.61 | — | — | |
| CLIPBackbone=ResNet50, Optim.=false2026.07 | 61.67 | — | — | |
| R-TPTBackbone=ResNet50, Optim.=true2026.07 | 61.31 | — | — | |
| SEBackbone=ResNet50, Optim.=false2026.07 | 61.29 | — | — | |
| TPSBackbone=ResNet50, Optim.=true2026.07 | 61.12 | — | — | |
| MTABackbone=ResNet50, Optim.=false2026.07 | 60.98 | — | — | |
| RLCFBackbone=ResNet50, Optim.=true2026.07 | 60.27 | — | — | |
| ZEROBackbone=ResNet50, Optim.=false2026.07 | 59.07 | — | — | |
| STSBackbone=ResNet50, Optim.=true2026.07 | 57.98 | — | — | |
| APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.13 | 0 | |
| L-APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.12 | 0 | |
| L-APS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.13 | 0 | |
| L-LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.14 | 0 | |
| L-LAC (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.15 | 0 | |
| L-RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.13 | 0 | |
| L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.13 | 0 | |
| L-TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.14 | 0 | |
| L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.15 | 0 | |
| LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.15 | 0 | |
| RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.13 | 0 | |
| TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06 | — | 0.14 | 0 |