Subject-to-Video Generation on OpenS2V-Eval zero-shot (test)
60.42Total ScoreRefAlign
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RefAlignAccess Category=Open-source, Zero-shot=true, Model Scale=14B2026.03 | 60.42 | 46.84 | 97.61 | 22.48 | 55.23 | 68.32 | 48.52 | 73.63 | |
| SaberAccess Category=Closed-source, Zero-shot=true, Model Scale=14B2026.03 | 57.91 | 42.42 | 96.12 | 21.12 | 49.89 | 67.5 | 47.22 | 72.55 | |
| VINOAccess Category=Open-source, Zero-shot=true2026.03 | 57.85 | 45.92 | 94.73 | 12.3 | 52 | 69.69 | 42.67 | 71.99 | |
| BindWeaveAccess Category=Open-source, Zero-shot=true2026.03 | 57.61 | 45.55 | 95.9 | 13.91 | 53.71 | 67.79 | 46.84 | 66.85 | |
| VACEAccess Category=Open-source, Zero-shot=true, Model Scale=14B2026.03 | 57.55 | 47.21 | 94.97 | 15.02 | 55.09 | 67.27 | 44.08 | 67.04 | |
| PhantomAccess Category=Open-source, Zero-shot=true, Model Scale=14B2026.03 | 56.77 | 46.39 | 96.31 | 33.42 | 51.46 | 70.65 | 37.43 | 69.35 | |
| KaleidoAccess Category=Open-source, Zero-shot=true2026.03 | 56.59 | 46.15 | 98.11 | 12.67 | 34.56 | 67.51 | 41.7 | 82.18 | |
| RefAlignAccess Category=Open-source, Zero-shot=true, Model Scale=1.3B2026.03 | 56.3 | 42.96 | 94.74 | 20.74 | 53.06 | 66.85 | 43.97 | 66.25 | |
| Kling1.6Access Category=Closed-source, Zero-shot=true2026.03 | 56.23 | 44.59 | 86.93 | 41.6 | 40.1 | 66.2 | 45.89 | 74.59 | |
| PhantomAccess Category=Open-source, Zero-shot=true, Model Scale=1.3B2026.03 | 54.89 | 46.67 | 93.3 | 14.29 | 48.56 | 69.43 | 42.48 | 62.5 | |
| MAGREFAccess Category=Open-source, Zero-shot=true, Resolution=480P2026.03 | 52.51 | 45.02 | 93.17 | 21.81 | 30.83 | 70.47 | 43.04 | 66.9 | |
| SkyReels-A2-PAccess Category=Open-source, Zero-shot=true, Model Scale=14B2026.03 | 52.25 | 39.41 | 87.93 | 25.6 | 45.95 | 64.54 | 43.75 | 60.32 | |
| Vidu2.0Access Category=Closed-source, Zero-shot=true2026.03 | 51.95 | 41.48 | 90.45 | 13.52 | 35.11 | 67.57 | 43.37 | 65.88 | |
| Pika2.1Access Category=Closed-source, Zero-shot=true2026.03 | 51.88 | 46.88 | 87.06 | 24.71 | 30.38 | 69.19 | 45.4 | 63.32 | |
| VACEAccess Category=Open-source, Zero-shot=true, Model Scale=1.3B2026.03 | 49.89 | 48.24 | 97.2 | 18.83 | 20.57 | 71.26 | 37.91 | 65.46 | |
| VACE-PAccess Category=Open-source, Zero-shot=true, Model Scale=1.3B2026.03 | 48.98 | 47.34 | 96.8 | 12.03 | 16.59 | 71.38 | 40.19 | 64.31 |