Visual World Modelling on Action Genome
7.06GPT-4o ScoreUNIWORLD-V1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UNIWORLD-V12026.02 | 7.06 | 0.1 | 0.88 | |
| BAGEL-14B2026.02 | 6.72 | 0.08 | 0.9 | |
| OMNIGEN2026.02 | 5.7 | 0.18 | 0.85 | |
| OMNIGEN22026.02 | 4.96 | 0.12 | 0.9 | |
| SWIRL (IDM → FWM)Method Strategy (SFT/Bootstrap/SWIRL)=SWIRL (IDM → FWM)2026.02 | 3.58 | 0.36 | 0.8 | |
| SWIRL (ITERATIVE)Method Strategy (SFT/Bootstrap/SWIRL)=SWIRL (ITERATIVE)2026.02 | 3.52 | 0.48 | 0.8 | |
| SWIRL (ITER. + SHARE)Method Strategy (SFT/Bootstrap/SWIRL)=SWIRL (ITER. + SHARE)2026.02 | 3.4 | 0.4 | 0.8 | |
| LIQUID-SFTTest-time Verification (N)=42026.02 | 3.38 | 0.36 | 0.81 | |
| LIQUID-SFTTest-time Verification (N)=82026.02 | 3.28 | 0.36 | 0.81 | |
| SMARTEDIT2026.02 | 3.08 | — | — | |
| BLIP3O-NEXT2026.02 | 3.04 | 0.44 | 0.67 | |
| LIQUID-BOOTSTRAPMethod Strategy (SFT/Bootstrap/SWIRL)=Bootstrap2026.02 | 3.02 | 0.42 | 0.79 | |
| LIQUID-SFTTest-time Verification (N)=22026.02 | 3 | 0.38 | 0.8 | |
| LIQUID-SFTMethod Strategy (SFT/Bootstrap/SWIRL)=SFT2026.02 | 2.76 | 0.34 | 0.79 | |
| CHAMELEON-BOOTSTRAP2026.02 | 2.74 | — | — | |
| CHAMELEON-SFT2026.02 | 2.48 | — | — | |
| GOT2026.02 | 1.61 | — | — | |
| InstructPix2Pix2026.02 | 1.2 | — | — |