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ResearchFormerly WizWand

Preference Assessment on PickaPic (real-user interaction)

67.9Assessment AccuracyPickScore
47.82853.03958.2563.461Nov 1, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PickScore#Param=986M, Reference images as input for ICL=false2025.1167.9
OpenAI-GPT-4oReference images as input for ICL=true2025.1165.7
PreferThinker#Param=7B, Reference images as input for ICL=true2025.1165.7
Claude 3.7Reference images as input for ICL=true2025.1164.9
Doubao-1.5-vision-pro-32kReference images as input for ICL=true2025.1163.8
HPSv2#Param=2B, Reference images as input for ICL=false2025.1163.3
GLM-4.1V-9B-Thinking#Param=9B, Reference images as input for ICL=true2025.1162.8
CycleReward#Param=477M, Reference images as input for ICL=false2025.1162.6
LLaVA-Reward#Param=8.2B, Reference images as input for ICL=false2025.1162.2
ViPer#Param=8B, Reference images as input for ICL=true2025.1162.2
UnifiedReward#Param=7B, Reference images as input for ICL=false2025.1161.7
Gemini-2.5-flashReference images as input for ICL=true2025.1161.1
ImageReward#Param=478M, Reference images as input for ICL=false2025.1160.7
UnifiedReward-Think#Param=7B, Reference images as input for ICL=false2025.1160.5
CLIPScore#Param=428M, Reference images as input for ICL=false2025.1158
Qwen2.5-VL-7B (Base)#Param=7B, Reference images as input for ICL=true2025.1158
InternVL-3.5-8B#Param=8B, Reference images as input for ICL=true2025.1156
Aesthetics#Param=304M, Reference images as input for ICL=false2025.1148.6