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ResearchFormerly WizWand

Safety Alignment on Visual Adversarial Attacks

43.1ASRVanilla
-0.68410.68322.0533.417Oct 15, 2025
Updated 7mo ago

Evaluation results

MethodLinks
VanillaModel=LLaVA-1.5-7B2025.1043.1
VanillaModel=LLaVA-OneVision-7B2025.1037.1
VanillaBackbone=LLaVA-1.5-13B2025.1034.5
ECSOModel=LLaVA-1.5-7B2025.1026.4
ETAModel=LLaVA-OneVision-7B2025.1023.4
ECSOBackbone=LLaVA-1.5-13B2025.1020.3
VanillaModel=Qwen-VL-Chat2025.1020.3
AutoSteerModel=LLaVA-1.5-7B2025.1019.8
ASTRABackbone=LLaVA-1.5-13B2025.1018.6
ASTRAModel=LLaVA-1.5-7B2025.1017.4
FigStepModel=LLaVA-1.5-7B2025.1016.8
ECSOModel=Qwen-VL-Chat2025.1016.3
VanillaModel=InternLM-XComposer-2.52025.1016.1
CoCAModel=LLaVA-1.5-7B2025.1015.9
MoRASModel=LLaVA-1.5-7B2025.1014.3
ASTRAModel=LLaVA-OneVision-7B2025.1013.7
ECSOModel=LLaVA-OneVision-7B2025.1013.5
ETAModel=LLaVA-1.5-7B2025.1012.1
CoCAModel=LLaVA-OneVision-7B2025.1011
FigStepModel=InternLM-XComposer-2.52025.1010.6
FigStepModel=LLaVA-OneVision-7B2025.1010
ECSOModel=InternLM-XComposer-2.52025.109.5
ASTRAModel=Qwen-VL-Chat2025.108.4
ETABackbone=LLaVA-1.5-13B2025.107
ETAModel=Qwen-VL-Chat2025.106.9
CoCABackbone=LLaVA-1.5-13B2025.106.8
CoCAModel=InternLM-XComposer-2.52025.106.8
CoCAModel=Qwen-VL-Chat2025.106.1
FigStepBackbone=LLaVA-1.5-13B2025.105.6
AutoSteerBackbone=LLaVA-1.5-13B2025.105.4
ETAModel=InternLM-XComposer-2.52025.105.4
FigStepModel=Qwen-VL-Chat2025.105.3
ASTRAModel=InternLM-XComposer-2.52025.104.8
MoRASBackbone=LLaVA-1.5-13B2025.104.5
AutoSteerModel=Qwen-VL-Chat2025.104.2
AutoSteerModel=LLaVA-OneVision-7B2025.103.6
MoRASModel=Qwen-VL-Chat2025.102.9
AutoSteerModel=InternLM-XComposer-2.52025.101.8
MoRASModel=LLaVA-OneVision-7B2025.101.4
MoRASModel=InternLM-XComposer-2.52025.101