Backdoor Attack on Caltech-101
100ASRTrojViT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TrojViTBackbone=ViT-B/162026.05 | 100 | — | 84.42 | |
| VIPERBackbone=ViT-B/162026.05 | 100 | — | 93.28 | |
| BadViTBackbone=ViT-B/162026.05 | 99.97 | — | 86.25 | |
| LoRA-based attackBackbone=ViT-B/162026.05 | 99.55 | — | 92.11 | |
| AIBABackbone=ViT-B/162026.05 | 99.45 | — | 92.6 | |
| BE-based attackBackbone=ViT-B/162026.05 | 99.42 | — | 92.78 | |
| Swarm (VPT-based)Backbone=ViT-B/162026.05 | 96.58 | — | 82.63 | |
| BadNetBackbone=ViT-B/162026.05 | 87.2 | — | 62.92 | |
| WaNetBackbone=ViT-B/162026.05 | 86.17 | — | 82.84 | |
| InvLBAGDA=true2026.02 | 53.15 | 67 | — | |
| NarcissusGDA=false2026.02 | 19.53 | -47 | — | |
| BadNetsGDA=true2026.02 | 5.54 | -76 | — | |
| BadNetsGDA=false2026.02 | 1.36 | 37 | — | |
| RefoolGDA=false2026.02 | 1.26 | -420 | — | |
| COMBATGDA=true2026.02 | 0.89 | -194 | — | |
| COMBATGDA=false2026.02 | 0.31 | 43 | — | |
| NarcissusGDA=true2026.02 | 0.26 | -42 | — | |
| Sleeper AgentGDA=false2026.02 | 0.13 | -209 | — | |
| LCGDA=false2026.02 | 0.1 | -89 | — | |
| LCGDA=true2026.02 | 0.1 | -154 | — | |
| RefoolGDA=true2026.02 | 0.09 | -77 | — | |
| Sleeper AgentGDA=true2026.02 | 0.04 | -279 | — |