Short Video Generation on VBench official prompts
84.26Total ScoreWan-2.1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Wan-2.1Model Category=Diffusion, Params=1.3B, FPS=0.782025.12 | 84.26 | 85.3 | 80.09 | |
| Reward Forcing (Ours)Model Category=Autoregressive, Params=1.3B, FPS=23.12025.12 | 84.13 | 84.84 | 81.32 | |
| Self ForcingModel Category=Autoregressive, Params=1.3B, FPS=172025.12 | 83.8 | 84.59 | 80.64 | |
| LongLiveModel Category=Autoregressive, Params=1.3B, FPS=20.72025.12 | 83.22 | 83.68 | 81.37 | |
| CausVidModel Category=Autoregressive, Params=1.3B, FPS=172025.12 | 82.88 | 83.93 | 78.69 | |
| SkyReels-V2Model Category=Autoregressive, Params=1.3B, FPS=0.492025.12 | 82.67 | 84.7 | 74.53 | |
| Pyramid FlowModel Category=Autoregressive, Params=2B, FPS=6.72025.12 | 81.72 | 84.74 | 69.62 | |
| Rolling ForcingModel Category=Autoregressive, Params=1.3B, FPS=17.52025.12 | 81.22 | 84.08 | 69.78 | |
| NOVAModel Category=Autoregressive, Params=0.6B, FPS=0.882025.12 | 80.12 | 80.39 | 79.05 | |
| LTX-VideoModel Category=Diffusion, Params=1.9B, FPS=8.982025.12 | 80 | 82.3 | 70.79 | |
| MAGI-1Model Category=Autoregressive, Params=4.5B, FPS=0.192025.12 | 79.18 | 82.04 | 67.74 |