Compositional Multi-Image-to-Video Generation on IntelligentVBench 2Subjects with BKG
4.08IF ScoreOmniWeaving
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OmniWeaving#Params=8.3B+7B2026.03 | 4.08 | 4.22 | 4.52 | 3.61 | 4.27 | |
| OmniWeaving#Params=8.3B2026.06 | 4.08 | 4.22 | 4.52 | — | 4.27 | |
| VINO#Params=13B+4B2026.03 | 3.56 | 4.34 | 4.58 | 3.39 | 4.16 | |
| VINO#Params=13B2026.06 | 3.56 | 4.34 | 4.58 | — | 4.16 | |
| LoomVideo (RL)#Params=5B2026.06 | 3.51 | 3.44 | 4.06 | — | 3.67 | |
| VACE-Wan2.1#Params=14B2026.03 | 3.31 | 4.03 | 4.51 | 3.08 | 3.95 | |
| VACE-Wan2.1#Params=14B2026.06 | 3.31 | 4.03 | 4.51 | — | 3.95 | |
| LoomVideo (Stage 3)#Params=5B2026.06 | 3.3 | 3.32 | 3.69 | — | 3.44 | |
| SkyReels-V3#Params=14B2026.03 | 3.28 | 3.84 | 4.44 | 3.04 | 3.86 | |
| SkyReels-V3#Params=14B2026.06 | 3.28 | 3.84 | 4.44 | — | 3.86 | |
| SkyReels-A2#Params=14B2026.03 | 3.22 | 3.76 | 4.37 | 2.97 | 3.78 | |
| UniVideo(hidden)#Params=13B+7B2026.03 | 3.22 | 4.12 | 4.36 | 3.09 | 3.9 | |
| SkyReels-A2#Params=14B2026.06 | 3.22 | 3.76 | 4.37 | — | 3.78 | |
| UniVideo(hidden)#Params=13B2026.06 | 3.22 | 4.12 | 4.36 | — | 3.9 | |
| MAGREF#Params=14B2026.03 | 3.04 | 2.81 | 4.33 | 2.44 | 3.39 | |
| UniVideo(query)#Params=13B+7B2026.03 | 2.98 | 3.73 | 4.18 | 2.76 | 3.63 | |
| UniVideo(query)#Params=13B2026.06 | 2.98 | 3.73 | 4.18 | — | 3.63 | |
| Phantom#Params=14B2026.03 | 2.88 | 3.42 | 4.38 | 2.62 | 3.55 | |
| Phantom#Params=14B2026.06 | 2.88 | 3.42 | 4.38 | — | 3.55 | |
| VACE-LTX#Params=2B2026.03 | 2.12 | 2.26 | 2.49 | 1.98 | 2.29 | |
| VACE-LTX#Params=2B2026.06 | 2.12 | 2.26 | 2.49 | — | 2.29 |