Safety Alignment on Visual Adversarial Attacks
43.1ASRVanilla
Evaluation Results
| Method | Links | |
|---|---|---|
| VanillaModel=LLaVA-1.5-7B2025.10 | 43.1 | |
| VanillaModel=LLaVA-OneVision-7B2025.10 | 37.1 | |
| VanillaBackbone=LLaVA-1.5-13B2025.10 | 34.5 | |
| ECSOModel=LLaVA-1.5-7B2025.10 | 26.4 | |
| ETAModel=LLaVA-OneVision-7B2025.10 | 23.4 | |
| ECSOBackbone=LLaVA-1.5-13B2025.10 | 20.3 | |
| VanillaModel=Qwen-VL-Chat2025.10 | 20.3 | |
| AutoSteerModel=LLaVA-1.5-7B2025.10 | 19.8 | |
| ASTRABackbone=LLaVA-1.5-13B2025.10 | 18.6 | |
| ASTRAModel=LLaVA-1.5-7B2025.10 | 17.4 | |
| FigStepModel=LLaVA-1.5-7B2025.10 | 16.8 | |
| ECSOModel=Qwen-VL-Chat2025.10 | 16.3 | |
| VanillaModel=InternLM-XComposer-2.52025.10 | 16.1 | |
| CoCAModel=LLaVA-1.5-7B2025.10 | 15.9 | |
| MoRASModel=LLaVA-1.5-7B2025.10 | 14.3 | |
| ASTRAModel=LLaVA-OneVision-7B2025.10 | 13.7 | |
| ECSOModel=LLaVA-OneVision-7B2025.10 | 13.5 | |
| ETAModel=LLaVA-1.5-7B2025.10 | 12.1 | |
| CoCAModel=LLaVA-OneVision-7B2025.10 | 11 | |
| FigStepModel=InternLM-XComposer-2.52025.10 | 10.6 | |
| FigStepModel=LLaVA-OneVision-7B2025.10 | 10 | |
| ECSOModel=InternLM-XComposer-2.52025.10 | 9.5 | |
| ASTRAModel=Qwen-VL-Chat2025.10 | 8.4 | |
| ETABackbone=LLaVA-1.5-13B2025.10 | 7 | |
| ETAModel=Qwen-VL-Chat2025.10 | 6.9 | |
| CoCABackbone=LLaVA-1.5-13B2025.10 | 6.8 | |
| CoCAModel=InternLM-XComposer-2.52025.10 | 6.8 | |
| CoCAModel=Qwen-VL-Chat2025.10 | 6.1 | |
| FigStepBackbone=LLaVA-1.5-13B2025.10 | 5.6 | |
| AutoSteerBackbone=LLaVA-1.5-13B2025.10 | 5.4 | |
| ETAModel=InternLM-XComposer-2.52025.10 | 5.4 | |
| FigStepModel=Qwen-VL-Chat2025.10 | 5.3 | |
| ASTRAModel=InternLM-XComposer-2.52025.10 | 4.8 | |
| MoRASBackbone=LLaVA-1.5-13B2025.10 | 4.5 | |
| AutoSteerModel=Qwen-VL-Chat2025.10 | 4.2 | |
| AutoSteerModel=LLaVA-OneVision-7B2025.10 | 3.6 | |
| MoRASModel=Qwen-VL-Chat2025.10 | 2.9 | |
| AutoSteerModel=InternLM-XComposer-2.52025.10 | 1.8 | |
| MoRASModel=LLaVA-OneVision-7B2025.10 | 1.4 | |
| MoRASModel=InternLM-XComposer-2.52025.10 | 1 |