Video Generation on VBench 30-second generation
85.52Imaging QualityEndless World
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Endless WorldVideo Length=30s, Type=Autoregressive, Params=1.3B, Resolution=832×480, Throughput (FPS)=17.02025.12 | 85.52 | — | — | — | — | — | — | — | — | — | 84.54 | 80.6 | |
| LongLiveVideo Length=30s, Type=Autoregressive, Params=1.3B, Resolution=832×480, Throughput (FPS)=20.72025.12 | 85.44 | — | — | — | — | — | — | — | — | — | 83.52 | 75.82 | |
| Self-ForcingVideo Length=30s, Type=Autoregressive, Params=1.3B, Resolution=832×480, Throughput (FPS)=17.02025.12 | 83.82 | — | — | — | — | — | — | — | — | — | 81.59 | 72.7 | |
| FramePackVideo Length=30s, Type=Autoregressive, Params=1.3B, Resolution=960×540, Throughput (FPS)=0.922025.12 | 83.61 | — | — | — | — | — | — | — | — | — | 81.95 | 75.32 | |
| SkyReels-V2Video Length=30s, Type=Autoregressive, Params=1.3B, Resolution=960×540, Throughput (FPS)=0.492025.12 | 80.77 | — | — | — | — | — | — | — | — | — | 75.29 | 53.37 | |
| Self-Forcing + Pathwise Test-Time CorrectionTraining Free=true, Total fps=10.532026.02 | 72.7 | 94 | 94.2 | 60.2 | 98.3 | 63.8 | 0.644 | 0.71 | 0.0108 | 0.17 | — | — | |
| Rolling ForcingTraining Free=false, Total fps=15.382026.02 | 72.5 | 95.8 | 95.1 | 35.9 | 98.9 | 63.6 | 0.436 | 0.858 | 0.0162 | 0.201 | — | — | |
| Self-ForcingTraining Free=false, Total fps=15.792026.02 | 72.5 | 92.5 | 93.2 | 62.5 | 98 | 63.4 | 1.028 | 0.479 | 0.0145 | 0.191 | — | — | |
| LongLiveTraining Free=false2026.02 | 71.7 | 95.5 | 95.4 | 44.5 | 98.8 | 65 | 0.701 | 0.724 | 0.0151 | 0.101 | — | — | |
| CausVidTraining Free=false, Total fps=15.792026.02 | 70.2 | 91.2 | 91.4 | 50.8 | 98.1 | 63.5 | 1.047 | 0.451 | 0.0199 | 0.313 | — | — | |
| CausVid + Pathwise Test-Time CorrectionTraining Free=true, Total fps=10.532026.02 | 70.1 | 93.2 | 93.3 | 69.5 | 97.6 | 63.5 | 0.607 | 0.778 | 0.0157 | 0.164 | — | — |