Image Editing on Independent Chain 500 unseen tasks Complex-Edit (test)
0.756DINO-IBAGEL (Finetuned)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BAGEL (Finetuned)Editing Paradigm=Single-Turn Editing2026.05 | 0.756 | 0.576 | 4 | |
| BAGEL (Finetuned) w/ CGSEEditing Paradigm=Sequential Editing, K=32026.05 | 0.749 | 0.562 | 4.15 | |
| BAGEL (Finetuned) w/ FCSEEditing Paradigm=Sequential Editing, K=32026.05 | 0.738 | 0.557 | 4.14 | |
| BAGEL (Finetuned) w/ CGSEEditing Paradigm=Sequential Editing, K=52026.05 | 0.737 | 0.549 | 4.2 | |
| BAGEL (Finetuned) w/ FCSEEditing Paradigm=Sequential Editing, K=52026.05 | 0.711 | 0.529 | 4.16 | |
| Gemini 2.5 Flash ImageEditing Paradigm=Single-Turn Editing2026.05 | 0.693 | 0.425 | 3.88 | |
| Gemini 2.5 Flash ImageEditing Paradigm=Sequential Editing2026.05 | 0.676 | 0.446 | 4.09 | |
| Qwen-ImageEditing Paradigm=Single-Turn Editing2026.05 | 0.614 | 0.372 | 2.27 | |
| GPT-4o*Editing Paradigm=Single-Turn Editing2026.05 | 0.564 | 0.411 | 5.35 | |
| BAGEL (Zero-Shot)Editing Paradigm=Single-Turn Editing2026.05 | 0.541 | 0.385 | 2.43 | |
| GPT-4o*Editing Paradigm=Sequential Editing2026.05 | 0.506 | 0.393 | 4.61 | |
| BAGEL (Zero-Shot)Editing Paradigm=Sequential Editing2026.05 | 0.5 | 0.372 | 2.24 |