Implicit Image-to-Video (Implicit I2V) on IntelligentVBench
4.33IF ScoreOmniWeaving (think)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OmniWeaving (think)#Params=8.3B+7B, Zero-shot=true2026.03 | 4.33 | 3.82 | 3.63 | 3.34 | 3.93 | |
| Wan2.2-I2V#Params=14B, Zero-shot=true2026.03 | 4.21 | 3.7 | 3.68 | 3.3 | 3.86 | |
| OmniWeaving (w/o think)#Params=8.3B+7B, Zero-shot=true2026.03 | 4.05 | 3.75 | 3.36 | 3.11 | 3.72 | |
| HunyuanVideo1.5-I2V#Params=8.3B, Zero-shot=true2026.03 | 3.98 | 3.44 | 3.67 | 3.12 | 3.7 | |
| Wan2.1-I2V#Params=14B, Zero-shot=true2026.03 | 3.76 | 3.33 | 3.34 | 2.78 | 3.48 | |
| UniVideo(hidden)#Params=13B+7B, Zero-shot=true2026.03 | 3.74 | 3.82 | 3.28 | 2.95 | 3.61 | |
| VINO#Params=13B+4B, Zero-shot=true2026.03 | 3.7 | 2.64 | 2.96 | 2.28 | 3.1 | |
| VACE-Wan2.1#Params=14B, Zero-shot=true2026.03 | 3.66 | 3.22 | 3.32 | 2.76 | 3.4 | |
| UniVideo(query)#Params=13B+7B, Zero-shot=true2026.03 | 3.66 | 3.37 | 3.16 | 2.77 | 3.39 | |
| CogVideoX-I2V#Params=5B, Zero-shot=true2026.03 | 3.53 | 3.74 | 2.9 | 2.68 | 3.39 | |
| HunyuanVideo-I2V#Params=13B, Zero-shot=true2026.03 | 3.37 | 4.17 | 3.87 | 3 | 3.8 | |
| VACE-LTX#Params=2B, Zero-shot=true2026.03 | 3.04 | 3.28 | 2.28 | 2.2 | 2.87 |