Image Classification on 10-dataset visual reprogramming suite Full-shot (test)
51.3Accuracy (Flowers)AReS
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AReSLocal Model Backbone=ViT-B/32, Service Model=RN101, Data Setting=Full-shot2026.04 | 51.3 | 45.8 | 41.5 | 30.2 | 57.9 | 94.9 | 63.3 | 5.1 | 25.6 | 83.6 | 49.9 | 0.2 | 22.3 | |
| VRAccess Protocol=glass-box, Service Model=RN101, Data Setting=Full-shot2026.04 | 42.3 | 44.4 | 34.4 | 25.4 | 53.1 | 85 | 73.9 | 5 | 20.5 | 75.1 | 45.9 | 43.4 | 21.9 | |
| AReSLocal Model Backbone=RN50, Service Model=RN101, Data Setting=Full-shot2026.04 | 41.3 | 42.3 | 37.2 | 25.3 | 48.4 | 84.3 | 73.7 | 5.1 | 19.7 | 72.9 | 45 | 0.2 | 8.7 | |
| BlackVIPLocal Model Backbone=ViT-B/32, Service Model=RN101, Data Setting=Full-shot2026.04 | 26.7 | 37.7 | 30.2 | 13.3 | 33.8 | 67.3 | 57.9 | 3 | 14.5 | 34.5 | 31.9 | 2,586.2 | 418 | |
| BlackVIPLocal Model Backbone=RN50, Service Model=RN101, Data Setting=Full-shot2026.04 | 21.7 | 39.6 | 31.4 | 14.9 | 26.8 | 68.3 | 61.4 | 3.5 | 12.3 | 42.6 | 32.3 | 2,586.2 | 320.5 | |
| BARAccess Protocol=black-box, Service Model=RN101, Data Setting=Full-shot2026.04 | 16.9 | 25.3 | 30.2 | 13.9 | 22.5 | 45.7 | 28.7 | 1.5 | 10.7 | 42.1 | 23.8 | 1,724.2 | 313.5 |