Short Video Generation on VBench-Long 60 seconds
59.63Aesthetic QualityDeep Forcing
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Deep ForcingBase Model=LongLive2026.03 | 59.63 | 96.16 | 68.73 | 98.52 | 96.88 | 97.33 | 86.21 | 0.5 | |
| MemRoPEBase Model=LongLive2026.03 | 58.76 | 96.27 | 69.01 | 98.67 | 97.41 | 97.34 | 86.24 | 0.53 | |
| ∞-RoPEBase Model=LongLive2026.03 | 58.52 | 96.33 | 65.63 | 98.95 | 97.27 | 97.95 | 85.78 | 0.07 | |
| Rolling Forcing2026.03 | 58.34 | 96.21 | 69.41 | 98.52 | 97.26 | 97.47 | 86.2 | — | |
| LongLiveBase Model=LongLive2026.03 | 57.93 | 96.1 | 67.41 | 98.57 | 97.1 | 97.15 | 85.71 | — | |
| MemRoPEBase Model=Self-Forcing2026.03 | 57.77 | 95.58 | 68.54 | 97.93 | 96.29 | 96.35 | 85.41 | 0.84 | |
| SkyReels-V22026.03 | 57.64 | 89.95 | 66.67 | 98.67 | 84.99 | 97.6 | 82.59 | — | |
| Deep ForcingBase Model=Self-Forcing2026.03 | 57.3 | 94.59 | 65.67 | 97.22 | 94.36 | 95.38 | 84.09 | 0.48 | |
| CausVid2026.03 | 57.06 | 96.94 | 64.84 | 98.16 | 98.03 | 97.05 | 85.35 | — | |
| Self-ForcingBase Model=Self-Forcing2026.03 | 56.96 | 95.08 | 66.36 | 97.35 | 95.15 | 96.56 | 84.57 | — | |
| ∞-RoPEBase Model=Self-Forcing2026.03 | 54.97 | 95.69 | 62.81 | 98.39 | 96.26 | 97.37 | 84.25 | 0.32 | |
| MAGI-12026.03 | 52.1 | 87.76 | 54.54 | 99.26 | 79.46 | 98.48 | 78.6 | — | |
| NOVA2026.03 | 47.53 | 88.06 | 44.97 | 98.94 | 77.5 | 98.27 | 75.88 | — |