Image Understanding on MMBench EN 1.0
86ScoreBAGEL-Uni-Edit (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| BAGEL-Uni-Edit (Ours)Training Stage=Stage 22026.05 | 86 | |
| BAGEL-Uni-Edit (Ours)Training Stage=Stage 12026.05 | 85.5 | |
| BAGEL2026.05 | 84.6 | |
| BAGEL-RecA2026.05 | 84.6 | |
| Uni-Edit w/o joint trainingjoint training=false2026.05 | 84.6 | |
| BAGEL-AnyEdit2026.05 | 84.1 | |
| Uni-Edit w/o VAE dropoutVAE dropout=false2026.05 | 84.1 | |
| Uni-Edit ViT (und.) 224x980Resolution=224x9802026.05 | 84 | |
| Uni-Edit ViT (und.) 224x224Resolution=224x2242026.05 | 83.6 | |
| Uni-Edit ViT (und.) 378x980Resolution=378x9802026.05 | 83.2 | |
| +Uni-Edit (Ours)Base Model=Janus-Pro2026.05 | 70.4 | |
| Janus-Pro2026.05 | 67.5 |