Subject-to-Video Generation on OpenS2V
62.62TotalTIDE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TIDEAccess=Open-source2026.06 | 62.62 | 49.53 | 95.84 | 22.56 | — | 70.09 | 49.4 | 73.66 | — | |
| Kling 1.6Access=Closed-source2026.06 | 60.26 | 44.59 | 86.93 | 41.6 | — | 66.2 | 45.89 | 74.59 | — | |
| VINOAccess=Open-source2026.06 | 59.31 | 45.92 | 94.73 | 12.3 | — | 69.69 | 42.67 | 71.99 | — | |
| VACE-14BAccess=Open-source, Parameters=14B2026.06 | 58.16 | 47.21 | 94.97 | 15.02 | — | 67.27 | 44.08 | 67.04 | — | |
| Phantom-14BAccess=Open-source, Parameters=14B2026.06 | 58.1 | 46.39 | 96.31 | 33.42 | — | 70.65 | 37.43 | 69.35 | — | |
| VACE-14BTraining Cost=≈210K hrs2025.04 | 58 | 41.3 | — | — | 64.65 | 58.55 | 51.33 | 77.33 | 35.54 | |
| MAGREFAccess=Open-source2026.06 | 57.94 | 45.02 | 93.17 | 21.81 | — | 70.47 | 43.04 | 66.9 | — | |
| VINOType=Open source2026.01 | 57.85 | 45.92 | 94.73 | 12.3 | 52 | 69.69 | 42.67 | 71.99 | — | |
| VACE-14BType=Open source2026.01 | 57.55 | 47.21 | 94.97 | 15.02 | 55.09 | 67.27 | 44.08 | 67.04 | — | |
| Pika 2.1Access=Closed-source2026.06 | 57.25 | 46.88 | 87.06 | 24.71 | — | 69.19 | 45.4 | 63.32 | — | |
| VACE-1.3BAccess=Open-source, Parameters=1.3B2026.06 | 57.21 | 48.24 | 97.2 | 18.83 | — | 71.26 | 37.91 | 65.46 | — | |
| VACE-P1.3BAccess=Open-source, Parameters=P1.3B2026.06 | 57.08 | 47.34 | 96.8 | 12.03 | — | 71.38 | 40.19 | 64.31 | — | |
| Phantom-14BType=Open source2026.01 | 56.77 | 46.39 | 96.31 | 33.42 | 51.46 | 70.65 | 37.43 | 69.35 | — | |
| Phantom-1.3BAccess=Open-source, Parameters=1.3B2026.06 | 56.47 | 46.67 | 93.3 | 14.29 | — | 69.43 | 42.48 | 62.5 | — | |
| Kling1.6Type=Close source2026.01 | 56.23 | 44.59 | 86.93 | 41.6 | 40.1 | 66.2 | 45.89 | 74.59 | — | |
| Vidu 2.0Access=Closed-source2026.06 | 56.16 | 41.48 | 90.45 | 13.52 | — | 67.57 | 43.37 | 65.88 | — | |
| SkyReels-A2Access=Open-source2026.06 | 53.83 | 39.41 | 87.93 | 25.6 | — | 64.54 | 43.75 | 60.32 | — | |
| Ours (Wan 2.2-5B)Training Cost=288 hrs2025.04 | 53.26 | 42.87 | — | — | 36.77 | 66.31 | 40.72 | 72.89 | 15.98 | |
| Phantom-14BTraining Cost=≈30K hrs2025.04 | 53.17 | 47.46 | — | — | 51.82 | 70.07 | 35.35 | 69.35 | 41.55 | |
| Kling 1.62025.04 | 53.12 | 35.63 | — | — | 39.26 | 61.99 | 48.24 | 81.4 | 36.4 | |
| MAGREFType=Open source2026.01 | 52.51 | 45.02 | 93.17 | 21.81 | 30.83 | 70.47 | 43.04 | 66.9 | — | |
| SkyReels-A2Type=Open source2026.01 | 52.25 | 39.41 | 87.93 | 25.6 | 45.95 | 64.54 | 43.75 | 60.32 | — | |
| Vidu2.0Type=Close source2026.01 | 51.95 | 41.48 | 90.45 | 13.52 | 35.11 | 67.57 | 43.37 | 65.88 | — | |
| Pika2.1Type=Close source2026.01 | 51.88 | 46.88 | 87.06 | 24.71 | 30.38 | 69.19 | 45.4 | 63.32 | — | |
| SkyReels-A2-P14B2025.04 | 51.64 | 33.83 | — | — | 54.42 | 61.93 | 48.63 | 70.6 | 21.6 | |
| HunyuanCustom2025.04 | 51.64 | 34.08 | — | — | 55.93 | 54.31 | 50.75 | 68.66 | 26.83 | |
| Ours (CogVideoX-5B)Training Cost=288 hrs2025.04 | 50.05 | 45.4 | — | — | 18.05 | 70.53 | 41.23 | 68.52 | 19.38 | |
| Phantom-1.3BTraining Cost=≈10K hrs2025.04 | 49.95 | 42.98 | — | — | 44.03 | 65.61 | 37.78 | 76 | 19.3 | |
| Pika 2.12025.04 | 48.93 | 38.64 | — | — | 32.94 | 62.19 | 47.34 | 70.6 | 31.9 | |
| Vidu 2.02025.04 | 48.67 | 34.78 | — | — | 36.2 | 65.56 | 45.2 | 72.6 | 24.4 | |
| VACE-1.3BTraining Cost=≈70K hrs2025.04 | 47.33 | 41.81 | — | — | 22.38 | 65.35 | 38.52 | 76 | 33.78 | |
| VACE-P1.3BTraining Cost=≈70K hrs2025.04 | 44.28 | 42.58 | — | — | 18.02 | 65.93 | 36.26 | 76 | 18 |