List your company
ResearchFormerly WizWand

Image Editing on Independent Chain 500 unseen tasks Complex-Edit (test)

0.756DINO-IBAGEL (Finetuned)
0.489760.558880.6280.69712May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BAGEL (Finetuned)Editing Paradigm=Single-Turn Editing2026.050.7560.5764
BAGEL (Finetuned) w/ CGSEEditing Paradigm=Sequential Editing, K=32026.050.7490.5624.15
BAGEL (Finetuned) w/ FCSEEditing Paradigm=Sequential Editing, K=32026.050.7380.5574.14
BAGEL (Finetuned) w/ CGSEEditing Paradigm=Sequential Editing, K=52026.050.7370.5494.2
BAGEL (Finetuned) w/ FCSEEditing Paradigm=Sequential Editing, K=52026.050.7110.5294.16
Gemini 2.5 Flash ImageEditing Paradigm=Single-Turn Editing2026.050.6930.4253.88
Gemini 2.5 Flash ImageEditing Paradigm=Sequential Editing2026.050.6760.4464.09
Qwen-ImageEditing Paradigm=Single-Turn Editing2026.050.6140.3722.27
GPT-4o*Editing Paradigm=Single-Turn Editing2026.050.5640.4115.35
BAGEL (Zero-Shot)Editing Paradigm=Single-Turn Editing2026.050.5410.3852.43
GPT-4o*Editing Paradigm=Sequential Editing2026.050.5060.3934.61
BAGEL (Zero-Shot)Editing Paradigm=Sequential Editing2026.050.50.3722.24