Image Editing on GEdit
7.86GEdit ScoreMoS-L
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MoS-LInteraction Type=MoS, Model Parameters=5B2025.11 | 7.86 | — | — | — | |
| Qwen-ImageInteraction Type=Self-Attn, Model Parameters=20B2025.11 | 7.56 | — | — | — | |
| MoS-SInteraction Type=MoS, Model Parameters=3B2025.11 | 7.41 | — | — | — | |
| BAGEL-Uni-Edit (Ours)Training Stage=Stage 12026.05 | 7.29 | — | — | — | |
| BAGEL-RecA2026.05 | 7.25 | — | — | — | |
| BAGEL-Uni-Edit (Ours)Training Stage=Stage 22026.05 | 7.25 | — | — | — | |
| Uni-Edit ViT (und.) 224x980Resolution=224x9802026.05 | 7.23 | — | — | — | |
| Uni-Edit ViT (und.) 224x224Resolution=224x2242026.05 | 7.2 | — | — | — | |
| Uni-Edit w/o VAE dropoutVAE dropout=false2026.05 | 7.06 | — | — | — | |
| BAGEL-AnyEdit2026.05 | 6.95 | — | — | — | |
| Uni-Edit ViT (und.) 378x980Resolution=378x9802026.05 | 6.89 | — | — | — | |
| +Uni-Edit (Ours)Base Model=Janus-Pro2026.05 | 6.87 | — | — | — | |
| BAGEL2026.05 | 6.86 | — | — | — | |
| Uni-Edit w/o joint trainingjoint training=false2026.05 | 6.81 | — | — | — | |
| BagelInteraction Type=MoT, Model Parameters=14B2025.11 | 6.52 | — | — | — | |
| Janus-Pro2026.05 | 6.34 | — | — | — | |
| BaselineModel=FLUX2-Klein 4B2026.06 | — | 7.72 | 7.46 | 7.11 | |
| BaselineModel=FLUX2-Klein 9B2026.06 | — | 8.38 | 7.79 | 7.74 | |
| BaselineModel=BAGEL2026.06 | — | 7.68 | 6.38 | 6.64 | |
| DuETModel=FLUX2-Klein 4B, Interval=[25, 35]2026.06 | — | 7.84 | 8.01 | 7.54 | |
| DuETModel=FLUX2-Klein 4B, Interval=[35, 45]2026.06 | — | 7.82 | 7.89 | 7.41 | |
| DuETModel=FLUX2-Klein 9B, Interval=[25, 35]2026.06 | — | 8.39 | 8.05 | 7.92 | |
| DuETModel=FLUX2-Klein 9B, Interval=[35, 45]2026.06 | — | 8.46 | 7.97 | 7.92 | |
| DuETModel=BAGEL, Interval=[25, 35]2026.06 | — | 7.75 | 6.62 | 6.84 | |
| DuETModel=BAGEL, Interval=[35, 45]2026.06 | — | 7.94 | 6.74 | 6.99 | |
| E -> E* -> EModel=FLUX2-Klein 4B, Interval=[25, 35]2026.06 | — | 7.77 | 7.47 | 7.16 | |
| E -> E* -> EModel=FLUX2-Klein 4B, Interval=[35, 45]2026.06 | — | 7.73 | 7.46 | 7.09 | |
| E -> E* -> EModel=FLUX2-Klein 9B, Interval=[25, 35]2026.06 | — | 8.5 | 7.77 | 7.82 | |
| E -> E* -> EModel=FLUX2-Klein 9B, Interval=[35, 45]2026.06 | — | 8.43 | 7.77 | 7.78 | |
| E -> E* -> EModel=BAGEL, Interval=[25, 35]2026.06 | — | 7.72 | 6.4 | 6.69 | |
| E -> E* -> EModel=BAGEL, Interval=[35, 45]2026.06 | — | 7.67 | 6.42 | 6.66 |