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ResearchFormerly WizWand

Image Captioning on MS COCO (CLIPScore)

0.865CLIPScoreNo Defense
0.736040.769520.8030.83648Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
No DefenseVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.865
PDAVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.862
SemanticSmooth-SummariseVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.861
PDAVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.86
No DefenseVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.858
SmoothLLM-InsertVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.855
SemanticSmooth-ParaphraseVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.855
SmoothLLM-InsertVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.854
SmoothLLM-PatchVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.851
SemanticSmooth-SummariseVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.851
SemanticSmooth-ParaphraseVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.85
SmoothLLM-SwapVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.849
SmoothLLM-SwapVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.849
SmoothLLM-PatchVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.843
FAREVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.835
FAREVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.833
TeCoAVictim Model=LLaVA-1.5-13B, Input Condition=Clean2026.040.823
TeCoAVictim Model=LLaVA-1.5-7B, Input Condition=Clean2026.040.811
FAREVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.806
FAREVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.805
TeCoAVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.791
TeCoAVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.783
PDAVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.778
PDAVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.774
No DefenseVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.757
SmoothLLM-SwapVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.756
SemanticSmooth-SummariseVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.754
No DefenseVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.753
SmoothLLM-PatchVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.751
SemanticSmooth-ParaphraseVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.751
SemanticSmooth-SummariseVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.75
SemanticSmooth-ParaphraseVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.748
SmoothLLM-InsertVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.746
SmoothLLM-SwapVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.744
SmoothLLM-InsertVictim Model=LLaVA-1.5-13B, Input Condition=Adversarial2026.040.743
SmoothLLM-PatchVictim Model=LLaVA-1.5-7B, Input Condition=Adversarial2026.040.741