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ResearchFormerly WizWand

Object Existence Probing on POPE Adversarial

94PrecisionADAPT
72.57678.13883.789.262Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ADAPTBackbone=Qwen2.5-VL-3B2026.0694
ADAPT-TFBackbone=Qwen2.5-VL-7B2026.0693.9
VCDBackbone=Qwen2.5-VL-7B2026.0693.7
ADAPT-TFBackbone=Qwen2.5-VL-3B2026.0693.5
Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B2026.0693.5
ADAPTBackbone=Qwen2.5-VL-7B2026.0693.5
Qwen2.5-VL-3BBackbone=Qwen2.5-VL-3B2026.0693.2
DPOBackbone=Qwen2.5-VL-3B2026.0693
VCDBackbone=Qwen2.5-VL-3B2026.0692.9
DPOBackbone=Qwen2.5-VL-7B2026.0692.4
ADAPTBackbone=LLaVA-v1.5-7B2026.0691.9
ADAPT-TFBackbone=LLaVA-v1.5-13B2026.0690.6
ADAPTBackbone=LLaVA-v1.5-13B2026.0690.6
ADAPT-TFBackbone=LLaVA-v1.5-7B2026.0690.3
OPERABackbone=LLaVA-v1.5-13B2026.0684.7
LLaVA-v1.5-13BBackbone=LLaVA-v1.5-13B2026.0684.5
DPOBackbone=LLaVA-v1.5-13B2026.0682.7
VCDBackbone=LLaVA-v1.5-13B2026.0682.4
OPERABackbone=LLaVA-v1.5-7B2026.0682.2
AVISCBackbone=LLaVA-v1.5-7B2026.0679.8
DPOBackbone=LLaVA-v1.5-7B2026.0677.8
mDPOBackbone=LLaVA-v1.5-7B2026.0677.5
LLaVA-v1.5-7BBackbone=LLaVA-v1.5-7B2026.0676.1
VCDBackbone=LLaVA-v1.5-7B2026.0673.4