Video Generation on VBench Overall
17Throughput (FPS)CausVid
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CausVidModel Type=Chunk-wise autoregressive models, #Params=1.3B, Resolution=832x4802026.01 | 17 | 0.69 | 81.2 | 84.05 | 69.8 | |
| Self ForcingModel Type=Chunk-wise autoregressive models, #Params=1.3B, Resolution=832x480, mode=chunk-wise2026.01 | 17 | 0.69 | 84.31 | 85.07 | 81.28 | |
| Reward-Forcing (ODE Only)Model Type=Chunk-wise autoregressive models, #Params=1.3B, Resolution=832x480, ablation=ODE Only2026.01 | 17 | 0.69 | 68.77 | 73.27 | 50.81 | |
| Reward-ForcingModel Type=Chunk-wise autoregressive models, #Params=1.3B, Resolution=832x480, mode=chunk-wise2026.01 | 17 | 0.69 | 84.92 | 85.91 | 80.97 | |
| LTX-VideoModel Type=Diffusion models, #Params=1.9B, Resolution=768x5122026.01 | 8.98 | 13.5 | 80 | 82.3 | 70.79 | |
| Self ForcingModel Type=Frame-wise Autoregressive models, #Params=1.3B, Resolution=832x480, mode=frame-wise2026.01 | 8.9 | 0.45 | 84.26 | 85.25 | 80.3 | |
| Pyramid FlowModel Type=Frame-wise Autoregressive models, #Params=2B, Resolution=640x3842026.01 | 6.7 | 2.5 | 81.72 | 84.74 | 69.62 | |
| NOVAModel Type=Frame-wise Autoregressive models, #Params=0.6B, Resolution=768x4802026.01 | 0.88 | 4.1 | 80.12 | 80.39 | 79.05 | |
| Wan2.1Model Type=Diffusion models, #Params=1.3B, Resolution=832x4802026.01 | 0.78 | 103 | 84.26 | 85.3 | 80.09 | |
| SkyReels-V2Model Type=Chunk-wise autoregressive models, #Params=1.3B, Resolution=960x5402026.01 | 0.49 | 112 | 82.67 | 84.7 | 74.53 | |
| MAGI-1Model Type=Chunk-wise autoregressive models, #Params=4.5B, Resolution=832x4802026.01 | 0.19 | 282 | 79.18 | 82.04 | 67.74 |