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Visual Question Answering on VQA v2 (Probing Refusal Metrics)

0Refusal Rate (Exact)No Perturbation
-3.7621.624772.38Apr 10, 2026

Evaluation results

MethodLinks
No PerturbationTarget MLLM=LLaVA-1.52026.04000
Qi et al.Target MLLM=LLaVA-1.52026.04222
Bagdasaryan et al.Target MLLM=LLaVA-1.52026.04656251
ImageProtector+PGDTarget MLLM=LLaVA-1.52026.04949191
ImageProtectorTarget MLLM=LLaVA-1.52026.04948888