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ResearchFormerly WizWand

Visual Reasoning on VizWiz (Discriminability)

0.24DiscriminabilityVisual Fidelity
-0.007520.056740.1210.18526Sep 30, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Visual FidelityModel=LLaVA2025.090.24
Prod(VF, Contr.)Model=LLaVA2025.090.168
Min(VF, Contr.)Model=LLaVA2025.090.165
SimulatabilityModel=Qwen2.52025.090.158
Avg(VF, Contr.)Model=LLaVA2025.090.141
SimulatabilityModel=GPT-4o2025.090.13
InformativenessModel=GPT-4o2025.090.113
ContrastivenessModel=GPT-4o2025.090.097
InformativenessModel=LLaVA2025.090.093
SimulatabilityModel=LLaVA2025.090.088
Min(VF, Contr.)Model=GPT-4o2025.090.084
Prod(VF, Contr.)Model=Qwen2.52025.090.082
Prod(VF, Contr.)Model=GPT-4o2025.090.082
Min(VF, Contr.)Model=Qwen2.52025.090.077
ContrastivenessModel=Qwen2.52025.090.054
Avg(VF, Contr.)Model=Qwen2.52025.090.048
Visual FidelityModel=Qwen2.52025.090.042
ContrastivenessModel=LLaVA2025.090.041
Avg(VF, Contr.)Model=GPT-4o2025.090.037
Visual FidelityModel=GPT-4o2025.090.024
PlausibilityModel=Qwen2.52025.090.02
InformativenessModel=Qwen2.52025.090.007
PlausibilityModel=LLaVA2025.090.004
PlausibilityModel=GPT-4o2025.090.002