Image Classification on Flowers, DTD, UCF, Food, GTSRB, EuroSAT, Pets, Cars, SUN, SVHN (test)
55Accuracy (Flowers)VR (glass-box)
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VR (glass-box)Service Model=ViT-B/16, Local Model=ViT-B/32, Shots=16, Access=Glass-box2026.04 | 55 | 44.7 | 42 | 18 | 17.4 | 70.6 | 70.7 | 5.7 | 29.6 | 28.4 | 38.2 | |
| AReSService Model=ViT-B/16, Local Model=ViT-B/32, Shots=16, Access=Black-box2026.04 | 46 | 35.5 | 34.3 | 12.7 | 19.6 | 71.1 | 54.3 | 4.2 | 23 | 27.3 | 32.8 | |
| BlackVIPService Model=ViT-B/16, Local Model=ViT-B/32, Shots=16, Access=Black-box2026.04 | 16.1 | 36.1 | 33.8 | 12.5 | 9.1 | 54.9 | 54.5 | 3.9 | 22.1 | 16.2 | 25.9 | |
| BARService Model=ViT-B/16, Local Model=ViT-B/32, Shots=16, Access=Black-box2026.04 | 9.7 | 16.3 | 23.5 | 8.1 | 4.8 | 34.2 | 21.5 | 1 | 7.6 | 19.6 | 14.6 |