Long Video Generation on VBench 30 seconds
92.97Dynamic DegreeUniTemp
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UniTempDirection=Forward, Past Sink=true, Future Sink=false2026.06 | 92.97 | — | 97.43 | 94.53 | 69.1 | 57.7 | 94.36 | 93.54 | |
| UniTempDirection=Backward, Past Sink=false, Future Sink=true2026.06 | 81.25 | — | 97.73 | 94.93 | 70.71 | 60.31 | 93.89 | 93.67 | |
| Self-ForcingDirection=Forward, Past Sink=true, Future Sink=false2026.06 | 64.06 | — | 98.08 | 95.88 | 70.33 | 59.84 | 95.75 | 95.01 | |
| UniTempDirection=Backward, Past Sink=true, Future Sink=true2026.06 | 60.16 | — | 98.28 | 97.04 | 70.49 | 62.69 | 96.8 | 95.6 | |
| Infinity-RopeDirection=Forward, Past Sink=true, Future Sink=false2026.06 | 59.38 | — | 97.82 | 96.13 | 69.38 | 58.78 | 95.11 | 94.63 | |
| UniTempDirection=Forward, Past Sink=true, Future Sink=true2026.06 | 44.5 | — | 98.1 | 97 | 70.8 | 62.9 | 97.4 | 96 | |
| Head ForcingTraining strategy=Training-free2026.05 | 42.14 | 15.81 | 98.76 | 98.78 | 70.3 | 61.68 | 98.07 | 97.08 | |
| LongLiveTraining strategy=Training-based2026.05 | 40.72 | 19.03 | 98.83 | 98.8 | 69.22 | 61.44 | 97.97 | 97.15 | |
| LongLiveDirection=Forward, Past Sink=true, Future Sink=false2026.06 | 38.28 | — | 98.75 | 97.65 | 69.2 | 61.12 | 96.45 | 95.45 | |
| Infinity-RoPETraining strategy=Training-free2026.05 | 38.27 | 16.63 | 98.64 | 98.79 | 69.16 | 60.82 | 97.77 | 97.06 | |
| Deep ForcingTraining strategy=Training-free2026.05 | 36.42 | 15.74 | 98.31 | 98.59 | 69.33 | 60.7 | 97.85 | 96.95 | |
| Self ForcingTraining strategy=Training-based2026.05 | 35.22 | 15.83 | 98.42 | 98.58 | 68.24 | 60.16 | 97.62 | 96.77 | |
| Rolling ForcingTraining strategy=Training-based2026.05 | 33.92 | 15.99 | 98.8 | 98.62 | 70.21 | 61.26 | 98.12 | 97.01 | |
| CausVidTraining strategy=Training-based2026.05 | 32.21 | 15.83 | 98.21 | 98.47 | 65.78 | 59.87 | 97.64 | 96.84 | |
| Rolling-ForcingDirection=Forward, Past Sink=true, Future Sink=false2026.06 | 31.25 | — | 98.72 | 97.65 | 70.96 | 60.98 | 96.6 | 95.37 |