Image Editing on Synthetic tasks Dependent Chain (unseen editing)
77.9DINO-IBAGEL w/ CGSE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BAGEL w/ CGSEEditing Paradigm=Sequential Editing, Sequential Editing Strategy=Context-Guided Sequential Editing, K=32026.05 | 77.9 | 55.5 | 4.04 | |
| BAGELEditing Paradigm=Single-Turn Editing, Evaluation Protocol=Finetuned2026.05 | 77.6 | 55.3 | 3.57 | |
| BAGEL w/ CGSEEditing Paradigm=Sequential Editing, Sequential Editing Strategy=Context-Guided Sequential Editing, K=52026.05 | 76.2 | 53.3 | 4.14 | |
| BAGEL w/ FCSEEditing Paradigm=Sequential Editing, Sequential Editing Strategy=Full-Context Sequential Editing, K=32026.05 | 75.6 | 53.6 | 4.06 | |
| BAGEL w/ FCSEEditing Paradigm=Sequential Editing, Sequential Editing Strategy=Full-Context Sequential Editing, K=52026.05 | 72.3 | 50.9 | 4.13 | |
| Gemini 2.5 Flash ImageEditing Paradigm=Single-Turn Editing2026.05 | 71.2 | 40.8 | 3.23 | |
| Gemini 2.5 Flash ImageEditing Paradigm=Sequential Editing2026.05 | 69.8 | 41.9 | 3.28 | |
| Qwen-ImageEditing Paradigm=Single-Turn Editing2026.05 | 63.2 | 35.8 | 2.02 | |
| GPT-4o*Editing Paradigm=Single-Turn Editing2026.05 | 57.9 | 38.8 | 3.77 | |
| BAGELEditing Paradigm=Single-Turn Editing, Evaluation Protocol=Zero-Shot2026.05 | 57.9 | 37.2 | 2.17 | |
| BAGELEditing Paradigm=Sequential Editing, Evaluation Protocol=Zero-Shot2026.05 | 55.2 | 38.2 | 2.03 | |
| GPT-4o*Editing Paradigm=Sequential Editing2026.05 | 50.7 | 37 | 3.09 |