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Personalized Attribute-Reasoning Generation on OmniPBench

0.832PARG CLIP-IReal Images
0.485680.575590.66550.75541Jan 11, 2026

Evaluation results

MethodLinks
Real Images2026.010.832—
GPT-4o+IPToken=~1,0002026.010.7920.782
OmniPersonaToken=32, Training Images=~102026.010.7880.613
UnictokenToken=32, Training Images=~102026.010.7490.359
Bagel+TPToken=~1002026.010.7250.813
Yo'ChameleonToken=32, Training Images=~1,0002026.010.6980.266
GPT-4o+TPToken=~1002026.010.690.78
Show-o+TPToken=~1002026.010.660.77
DreamBooth (SD)Training Images=~102026.010.650.071
Text inversionTraining Images=~102026.010.6280.07
Chameleon+TPToken=~1002026.010.5490.329
Chameleon+IPToken=~1,0002026.010.4990.299