Video Generation on VBench Short-Duration extended prompt suite
83.6Total ScoreHybrid Forcing
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Hybrid ForcingModel Type=Hybrid Forcing, #Params=1.3B, Resolution=832×480, Throughput (FPS)=29.52026.04 | 83.6 | 84.45 | 80.19 | 72 | 26.72 | |
| Wan2.1Model Type=Diffusion models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=0.782026.04 | 83.37 | 84.3 | 79.65 | 61 | 25.5 | |
| Long LiveModel Type=Few-Step Autoregressive Models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=20.72026.04 | 83.05 | 83.79 | 80.1 | 50 | 26.29 | |
| MemFlowModel Type=Few-Step Autoregressive Models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=18.72026.04 | 83.01 | 84.22 | 78.15 | 59 | 26.19 | |
| Rolling ForcingModel Type=Few-Step Autoregressive Models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=15.82026.04 | 82.95 | 83.89 | 79.22 | 52 | 26.46 | |
| Self ForcingModel Type=Few-Step Autoregressive Models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=15.42026.04 | 82.89 | 83.9 | 78.83 | 69 | 26.57 | |
| CausVidModel Type=Few-Step Autoregressive Models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=15.42026.04 | 82.65 | 84.08 | 76.91 | 72 | 25.72 | |
| SkyReels-V2Model Type=Multiple-Step Autoregressive Models, #Params=1.3B, Resolution=960×540, Throughput (FPS)=0.492026.04 | 81.97 | 83.96 | 74.01 | 37 | 25.31 | |
| InfRoPEModel Type=Few-Step Autoregressive Models, #Params=1.3B, Resolution=832×480, Throughput (FPS)=21.82026.04 | 81.18 | 83.47 | 74.02 | 69 | 26.28 | |
| PyramidModel Type=Multiple-Step Autoregressive Models, #Params=2B, Resolution=640×384, Throughput (FPS)=6.72026.04 | 80.98 | 83.37 | 71.42 | 52 | 26.08 | |
| NOVAModel Type=Multiple-Step Autoregressive Models, #Params=0.6B, Resolution=768×480, Throughput (FPS)=0.882026.04 | 80.31 | 80.66 | 78.92 | 46 | 25.42 | |
| MAGI-1Model Type=Multiple-Step Autoregressive Models, #Params=4.5B, Resolution=832×480, Throughput (FPS)=0.192026.04 | 78.88 | 81.67 | 67.72 | 42 | 25.56 |