Subject-driven Video Generation on VBench
98.93Motion SmoothnessPhantom-1.3B
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Phantom-1.3BMethod Category=SDV-Gen, Backbone=Wan-2.1 1.3B2025.04 | 98.93 | 54.9 | 33.51 | 72.49 | 51.94 | |
| VACE-1.3BMethod Category=SDV-Gen, Backbone=Wan-2.1 1.3B2025.04 | 98.68 | 40 | 33.6 | 73.35 | 52.68 | |
| Ours (Wan 2.2-5B)Method Category=SDV-Gen, Backbone=Wan 2.2-5B2025.04 | 98.53 | 66.67 | 32.38 | 78.28 | 60.18 | |
| Ours (CogVideoX-5B)Method Category=SDV-Gen, Backbone=CogVideoX-5B2025.04 | 98.45 | 69.64 | 32.69 | 77.14 | 62.88 | |
| OminiControlMethod Category=SDI-Gen -> I2V2025.04 | 98.21 | 51.67 | 31.89 | 72.58 | 54.16 | |
| BLIPMethod Category=SDI-Gen -> I2V2025.04 | 97.53 | 49.17 | 28.19 | 79.29 | 56.58 | |
| IP-AdapterMethod Category=SDI-Gen -> I2V2025.04 | 97.21 | 55.83 | 26.97 | 73.86 | 45.18 | |
| VideoBoothMethod Category=SDV-Gen2025.04 | 96.95 | 51.67 | 29.59 | 66.06 | 34.54 |