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Personalized Image Generation on ZIP-Bench

68.5CLIPScoreZIPPY
58.72461.26263.866.338Jun 7, 2026

Evaluation results

MethodLinks
ZIPPYTrain Setting=few shot, Number of Shots=52026.0668.582.8
ZIPPYTrain Setting=few shot, Number of Shots=32026.0666.777.5
DrUMTrain Setting=fine tune2026.0665.674.4
TVTrain Setting=few shot, Number of Shots=32026.0662.472
ZIPPYTrain Setting=zero shot, Number of Shots=02026.0661.873.4
GPT-4oTrain Setting=zero shot, Number of Shots=02026.0659.165.3