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ResearchFormerly WizWand

Object Probing on POPE Adversarial

83.9AccuracyAIR
71.908875.021978.13581.2481May 12, 2026May 19, 2026May 26, 2026Jun 3, 2026Jun 10, 2026Jun 17, 2026Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AIRBase Model=LLaVA-1.52026.0583.983.6
NoLanBase Model=LLaVA-1.52026.0583.8382.58
LaSCDBase Model=LLaVA-1.52026.0583.4682.6
DMASBase Model=LLaVA-1.52026.0583.0783.33
ASCDBase Model=LLaVA-1.52026.0582.982.97
SIDBase Model=LLaVA-1.52026.0582.5481.98
MemVRBase Model=LLaVA-1.52026.0581.9781.33
FoxBackbone=LLaVA-1.52026.0681.93—
OPERABackbone=InstructBLIP2026.0681.57—
CausalMMBackbone=InstructBLIP2026.0681.32—
CausalMMBackbone=LLaVA-1.52026.0681.27—
OPERABackbone=LLaVA-1.52026.0681.13—
SIDBackbone=LLaVA-1.52026.0681.1—
ICDBase Model=LLaVA-1.52026.0581.0779.96
LaSCDBase Model=InstructBLIP2026.0581.0381.83
OPERABase Model=LLaVA-1.52026.0580.8880.69
FoxBackbone=InstructBLIP2026.0680.6—
OPERABackbone=Shikra2026.0679.37—
SIDBackbone=Shikra2026.0679.13—
VCDBackbone=InstructBLIP2026.0678.77—
FoxBackbone=Shikra2026.0678.77—
SIDBackbone=InstructBLIP2026.0678.6—
CausalMMBackbone=Shikra2026.0678.53—
ICDBackbone=LLaVA-1.52026.0677.9—
ICDBackbone=InstructBLIP2026.0677.7—
SIDBase Model=InstructBLIP2026.0577.6480.41
DeCoBase Model=LLaVA-1.52026.0577.6380.64
SamplingBackbone=InstructBLIP2026.0677.33—
DoLaBase Model=LLaVA-1.52026.0577.3276.66
VCDBase Model=LLaVA-1.52026.0577.3179.28
SamplingBackbone=LLaVA-1.52026.0676.77—
VCDBase Model=InstructBLIP2026.0576.4278.03
RegularBase Model=LLaVA-1.52026.0576.0376.26
ICDBackbone=Shikra2026.0675.87—
OPERABase Model=InstructBLIP2026.0575.678.37
SamplingBackbone=Shikra2026.0675.57—
VCDBackbone=LLaVA-1.52026.0675.33—
ICDBase Model=InstructBLIP2026.0575.2876.24
DoLaBase Model=InstructBLIP2026.0574.7676.58
VCDBackbone=Shikra2026.0673.8—
RegularBase Model=InstructBLIP2026.0572.3775.42
CausalMMLVLM backbone=LLaVA-1.52026.06—81.93
CausalMMLVLM backbone=InstructBLIP2026.06—82.23
CausalMMLVLM backbone=Shikra2026.06—79.47
FoxLVLM backbone=LLaVA-1.52026.06—82.26
FoxLVLM backbone=InstructBLIP2026.06—81.56
FoxLVLM backbone=Shikra2026.06—79.55
ICDLVLM backbone=LLaVA-1.52026.06—79.83
ICDLVLM backbone=InstructBLIP2026.06—79.82
ICDLVLM backbone=Shikra2026.06—77.89
OPERALVLM backbone=LLaVA-1.52026.06—81.87
OPERALVLM backbone=InstructBLIP2026.06—82.34
OPERALVLM backbone=Shikra2026.06—80.01
SamplingLVLM backbone=LLaVA-1.52026.06—79.06
SamplingLVLM backbone=InstructBLIP2026.06—78.8
SamplingLVLM backbone=Shikra2026.06—77.44
SIDLVLM backbone=LLaVA-1.52026.06—81.69
SIDLVLM backbone=InstructBLIP2026.06—80.34
SIDLVLM backbone=Shikra2026.06—80.2
VCDLVLM backbone=LLaVA-1.52026.06—78
VCDLVLM backbone=InstructBLIP2026.06—79.87
VCDLVLM backbone=Shikra2026.06—75.9