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ResearchFormerly WizWand

Adversarial Attack on Flickr30K

0.8634ASRSADCA
0.0014480.2252240.4490.672776Mar 5, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SADCATarget Model=Qwen3-VL-8B2026.030.8634
SADCATarget Model=Qwen2.5-VL-7B2026.030.8282
SA-AET(LI)+SIATarget Model=Qwen3-VL-8B2026.030.8014
SADCATarget Model=GPT-4o-mini2026.030.7912
SADCATarget Model=Claude-4.52026.030.7902
SADCATarget Model=GPT-52026.030.7861
SA-AET(LI)+SIATarget Model=Claude-4.52026.030.7512
SA-AETTarget Model=Claude-4.52026.030.7228
SADCATarget Model=InternVL3-8B2026.030.6906
SA-AET(LI)+SIATarget Model=GPT-52026.030.6808
SA-AET(LI)+SIATarget Model=Qwen2.5-VL-7B2026.030.675
SGA(LI)+SIATarget Model=Claude-4.52026.030.6418
SGATarget Model=Claude-4.52026.030.6332
SGA(LI)+SIATarget Model=Qwen3-VL-8B2026.030.6276
SA-AET(LI)+SIATarget Model=GPT-4o-mini2026.030.6248
SA-AETTarget Model=GPT-52026.030.6026
SA-AETTarget Model=Qwen3-VL-8B2026.030.6016
SGA(LI)+SIATarget Model=GPT-52026.030.5217
SADCATarget Model=Gemini-2.02026.030.5206
SA-AETTarget Model=GPT-4o-mini2026.030.5086
SGATarget Model=GPT-52026.030.5065
SA-AETTarget Model=Qwen2.5-VL-7B2026.030.482
SGATarget Model=Qwen3-VL-8B2026.030.47
SA-AET(LI)+SIATarget Model=InternVL3-8B2026.030.4668
SGA(LI)+SIATarget Model=GPT-4o-mini2026.030.4654
SGA(LI)+SIATarget Model=Qwen2.5-VL-7B2026.030.4592
SA-AET(LI)+SIATarget Model=Gemini-2.02026.030.4156
SGATarget Model=GPT-4o-mini2026.030.4096
SADCATarget Model=LLaVA-1.5-7B2026.030.4034
SA-AETTarget Model=Gemini-2.02026.030.385
SGATarget Model=Qwen2.5-VL-7B2026.030.36
SA-AET(LI)+SIATarget Model=LLaVA-1.5-7B2026.030.352
SGATarget Model=Gemini-2.02026.030.3012
SGA(LI)+SIATarget Model=Gemini-2.02026.030.2792
SGA(LI)+SIATarget Model=LLaVA-1.5-7B2026.030.273
SGA(LI)+SIATarget Model=InternVL3-8B2026.030.273
SA-AETTarget Model=InternVL3-8B2026.030.2572
CleanTarget Model=GPT-52026.030.2388
CleanTarget Model=Claude-4.52026.030.218
SGATarget Model=LLaVA-1.5-7B2026.030.176
SGATarget Model=InternVL3-8B2026.030.176
CleanTarget Model=GPT-4o-mini2026.030.15
CleanTarget Model=Qwen3-VL-8B2026.030.144
SA-AETTarget Model=LLaVA-1.5-7B2026.030.143
CleanTarget Model=Qwen2.5-VL-7B2026.030.1104
CleanTarget Model=Gemini-2.02026.030.0696
CleanTarget Model=InternVL3-8B2026.030.0472
CleanTarget Model=LLaVA-1.5-7B2026.030.0346