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ResearchFormerly WizWand

Image Understanding on MMVP

72.1ScoreBAGEL-Uni-Edit (Ours)
47.03653.54360.0566.557May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BAGEL-Uni-Edit (Ours)Training Stage=Stage 22026.0572.1
BAGEL-Uni-Edit (Ours)Training Stage=Stage 12026.0571.3
BAGEL2026.0569.3
BAGEL-RecA2026.0569.3
Uni-Edit w/o VAE dropoutVAE dropout=false2026.0569.3
Uni-Edit w/o joint trainingjoint training=false2026.0569.3
Uni-Edit ViT (und.) 224x224Resolution=224x2242026.0567.3
Uni-Edit ViT (und.) 378x980Resolution=378x9802026.0565.9
Uni-Edit ViT (und.) 224x980Resolution=224x9802026.0565.8
BAGEL-AnyEdit2026.0565.2
+Uni-Edit (Ours)Base Model=Janus-Pro2026.0554.3
Janus-Pro2026.0548