Compositional Multi-Image-to-Video Generation on IntelligentVBench 1Subject with BKG
4.35IFOmniWeaving
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OmniWeaving#Params=8.3B+7B2026.03 | 4.35 | 4.53 | 4.58 | 4.01 | 4.49 | |
| OmniWeaving#Params=8.3B2026.06 | 4.35 | 4.53 | 4.58 | — | 4.49 | |
| LoomVideo (RL)#Params=5B2026.06 | 3.95 | 3.9 | 4.2 | — | 4.02 | |
| VACE-Wan2.1#Params=14B2026.03 | 3.88 | 4.48 | 4.68 | 3.62 | 4.35 | |
| VACE-Wan2.1#Params=14B2026.06 | 3.88 | 4.48 | 4.68 | — | 4.35 | |
| LoomVideo (Stage 3)#Params=5B2026.06 | 3.81 | 3.78 | 3.91 | — | 3.83 | |
| VINO#Params=13B+4B2026.03 | 3.72 | 4.22 | 4.46 | 3.42 | 4.13 | |
| VINO#Params=13B2026.06 | 3.72 | 4.22 | 4.46 | — | 4.13 | |
| SkyReels-A2#Params=14B2026.03 | 3.51 | 4.08 | 4.46 | 3.24 | 4.02 | |
| SkyReels-A2#Params=14B2026.06 | 3.51 | 4.08 | 4.46 | — | 4.02 | |
| SkyReels-V3#Params=14B2026.03 | 3.46 | 3.71 | 4.65 | 2.98 | 3.94 | |
| SkyReels-V3#Params=14B2026.06 | 3.46 | 3.71 | 4.65 | — | 3.94 | |
| UniVideo(query)#Params=13B+7B2026.03 | 3.35 | 3.9 | 4.41 | 3.01 | 3.89 | |
| UniVideo(query)#Params=13B2026.06 | 3.35 | 3.9 | 4.41 | — | 3.89 | |
| UniVideo(hidden)#Params=13B+7B2026.03 | 3.33 | 4.18 | 4.38 | 3.08 | 3.97 | |
| UniVideo(hidden)#Params=13B2026.06 | 3.33 | 4.18 | 4.38 | — | 3.97 | |
| Phantom#Params=14B2026.03 | 3.21 | 2.95 | 4.29 | 2.47 | 3.48 | |
| Phantom#Params=14B2026.06 | 3.21 | 2.95 | 4.29 | — | 3.48 | |
| MAGREF#Params=14B2026.03 | 3.15 | 2.48 | 4.32 | 2.18 | 3.32 | |
| VACE-LTX#Params=2B2026.03 | 2.74 | 2.86 | 2.89 | 2.25 | 2.83 | |
| VACE-LTX#Params=2B2026.06 | 2.74 | 2.86 | 2.89 | — | 2.83 |