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ResearchFormerly WizWand

Object Hallucination Detection on Objects365

77.44AUROCInsLen
49.796856.973464.1571.3266May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InsLenModel=Qwen3-VL-8B2026.0577.4480.12
InsLenModel=LLaVA-1.5-7B2026.0576.3278.49
InsLenModel=InstructBLIP-7B2026.0576.1883.7
InsLenModel=LLaVA-OneVision1.5-8B2026.0572.6681.73
InsLenModel=mPLUG-Owl3-8B2026.0572.4379.9
GLSIMModel=LLaVA-1.5-7B2026.0572.1676.04
Internal Conf.Model=InstructBLIP-7B2026.0571.4679.35
SVARModel=Qwen3-VL-8B2026.0570.8478.63
Internal Conf.Model=LLaVA-1.5-7B2026.0570.4576.78
SVARModel=InstructBLIP-7B2026.0569.7180.14
GLSIMModel=Qwen3-VL-8B2026.0569.3372.61
EASYModel=Qwen3-VL-8B2026.0568.374.56
GLSIMModel=InstructBLIP-7B2026.0568.1975.55
SVARModel=LLaVA-1.5-7B2026.0568.1876.82
SVARModel=LLaVA-OneVision1.5-8B2026.0567.8680.13
GLSIMModel=LLaVA-OneVision1.5-8B2026.0567.5670.91
EASYModel=LLaVA-OneVision1.5-8B2026.0566.2275.99
EntropyModel=Qwen3-VL-8B2026.0565.4667.44
Contextual LensModel=InstructBLIP-7B2026.0565.1473.7
Internal Conf.Model=mPLUG-Owl3-8B2026.0564.5778.55
NLLModel=Qwen3-VL-8B2026.0564.5276.93
Internal Conf.Model=Qwen3-VL-8B2026.0564.576.9
EASYModel=InstructBLIP-7B2026.0564.4667.17
SVARModel=mPLUG-Owl3-8B2026.0564.3769.98
Contextual LensModel=Qwen3-VL-8B2026.0564.1967.44
Internal Conf.Model=LLaVA-OneVision1.5-8B2026.0564.179.95
EASYModel=mPLUG-Owl3-8B2026.0563.3370.63
NLLModel=LLaVA-1.5-7B2026.0561.8268.79
NLLModel=InstructBLIP-7B2026.0561.5676.69
EASYModel=LLaVA-1.5-7B2026.0561.471.55
Contextual LensModel=LLaVA-1.5-7B2026.0560.2265.18
GLSIMModel=mPLUG-Owl3-8B2026.0560.2169.6
EntropyModel=LLaVA-1.5-7B2026.0558.7463.05
EntropyModel=InstructBLIP-7B2026.0557.9662.8
NLLModel=LLaVA-OneVision1.5-8B2026.0557.9571.99
EntropyModel=LLaVA-OneVision1.5-8B2026.0557.0674.8
NLLModel=mPLUG-Owl3-8B2026.0555.8972.17
Contextual LensModel=LLaVA-OneVision1.5-8B2026.0555.3168.7
Contextual LensModel=mPLUG-Owl3-8B2026.0554.6270.21
EntropyModel=mPLUG-Owl3-8B2026.0550.8670.66