Video Generation on VBench 20s generation
0.8268Total ScoreSparse Forcing
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Sparse ForcingFPS=18.3, Latency/s=0.65, Pre-training=with, Block size=[3,4,4]2026.04 | 0.8268 | — | — | 0.8313 | 0.8087 | — | — | |
| Sparse ForcingFPS=17.9, Latency/s=0.67, Pre-training=with, Block size=[1,8,8]2026.04 | 0.8231 | — | — | 0.8264 | 0.8101 | — | — | |
| HiARModel Category=Distilled autoregressive video models2026.03 | 0.821 | 30 | 0.3 | 0.846 | 0.723 | 0.686 | 0.257 | |
| Self ForcingFPS=14.4, Latency/s=0.832026.04 | 0.8209 | — | — | 0.8248 | 0.8051 | — | — | |
| Causal ForcingModel Category=Distilled autoregressive video models2026.03 | 0.81 | 17 | 0.69 | 0.837 | 0.701 | 0.672 | 0.615 | |
| Self-ForcingModel Category=Distilled autoregressive video models2026.03 | 0.805 | 17 | 0.69 | 0.829 | 0.708 | 0.542 | 0.355 | |
| Wan2.1-1.3BModel Category=Bidirectional video diffusion models2026.03 | 0.802 | 0.78 | 103 | 0.813 | 0.766 | 0.69 | — | |
| SkyReels-V2-1.3BModel Category=Autoregressive video diffusion models2026.03 | 0.788 | 0.49 | 112 | 0.808 | 0.707 | 0.333 | — | |
| Pyramid FlowModel Category=Autoregressive video diffusion models2026.03 | 0.775 | 6.7 | 2.5 | 0.804 | 0.67 | 0.161 | — | |
| NOVAModel Category=Autoregressive video diffusion models2026.03 | 0.773 | 0.88 | 4.1 | 0.777 | 0.757 | 0.444 | — | |
| LTX-VideoModel Category=Bidirectional video diffusion models2026.03 | 0.766 | 8.98 | 13.5 | 0.789 | 0.685 | 0.458 | — | |
| CausVidModel Category=Distilled autoregressive video models2026.03 | 0.764 | 17 | 0.69 | 0.771 | 0.74 | 0.621 | 0.842 | |
| MAGI-1-4.5BModel Category=Autoregressive video diffusion models2026.03 | 0.757 | 0.19 | 282 | 0.785 | 0.647 | 0.486 | — |