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ResearchFormerly WizWand

Image Understanding on MMBench EN 1.0

86ScoreBAGEL-Uni-Edit (Ours)
66.7671.75576.7581.745May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BAGEL-Uni-Edit (Ours)Training Stage=Stage 22026.0586
BAGEL-Uni-Edit (Ours)Training Stage=Stage 12026.0585.5
BAGEL2026.0584.6
BAGEL-RecA2026.0584.6
Uni-Edit w/o joint trainingjoint training=false2026.0584.6
BAGEL-AnyEdit2026.0584.1
Uni-Edit w/o VAE dropoutVAE dropout=false2026.0584.1
Uni-Edit ViT (und.) 224x980Resolution=224x9802026.0584
Uni-Edit ViT (und.) 224x224Resolution=224x2242026.0583.6
Uni-Edit ViT (und.) 378x980Resolution=378x9802026.0583.2
+Uni-Edit (Ours)Base Model=Janus-Pro2026.0570.4
Janus-Pro2026.0567.5