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Video Question Answering on HOIGen zero-shot

86.9AccuracyEgoBlur
72.54876.2748083.726Jun 12, 2026

Evaluation results

MethodLinks
EgoBlurprotocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Classical2026.0686.90.5
Original (upper bound)protocol=zero-shot, evaluation model=Qwen3-VL-8B2026.0686.4—
FAMSprotocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Face-only, generative2026.0686.13-0.27
DeepPrivacy2 (face)protocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Face-only, generative2026.0685.6-0.8
FADMprotocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Body-only, generative2026.0683.33-3.07
StructHumanprotocol=zero-shot, evaluation model=Qwen3-VL-8B, conditioning=Wan2.1-VACE2026.0682.37-4.03
StructAllprotocol=zero-shot, evaluation model=Qwen3-VL-8B, conditioning=Wan2.1-VACE2026.0681.8-4.6
Gaussian blurprotocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Classical2026.0681.33-5.07
Pixelationprotocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Classical2026.0678.2-8.2
Blackoutprotocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Classical2026.0673.47-12.93
DeepPrivacy2 (body)protocol=zero-shot, evaluation model=Qwen3-VL-8B, category=Body-only, generative2026.0673.1-13.3