Video Generation on VBench (Quality and Speedup Evaluation)
84.48VBench Total ScoreDiagDistill
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DiagDistillThroughput=31.0, First-Frame Latency=0.37, Speedup=277.3x2026.03 | 84.48 | 85.26 | 81.73 | — | — | |
| Self-ForcingThroughput=17.0, First-Frame Latency=0.69, Speedup=149.3x2026.03 | 84.31 | 85.07 | 81.28 | — | — | |
| Wan2.1Throughput=0.78, First-Frame Latency=103, Speedup=1.0x2026.03 | 84.26 | 85.3 | 80.09 | — | — | |
| SkyReels-V2Throughput=0.49, First-Frame Latency=112, Speedup=0.91x2026.03 | 82.67 | 84.7 | 74.53 | — | — | |
| CausvidThroughput=17.0, First-Frame Latency=0.69, Speedup=149.3x2026.03 | 81.2 | 84.05 | 69.8 | — | — | |
| FastWan (baseline)Sparsity=0.80, Steps=3, Resolution=480p, Frame count=81, Backbone=Wan2.1-1.3B2025.12 | 80.8 | 84.5 | 66.2 | 20.3 | 73 | |
| USVSparsity=0.95, Steps=3, Resolution=480p, Frame count=81, Backbone=Wan2.1-1.3B2025.12 | 80.7 | 84.8 | 64.1 | 22.7 | 83.3 | |
| MAGI-1Throughput=0.19, First-Frame Latency=282, Speedup=0.36x2026.03 | 79.18 | 82.04 | 67.74 | — | — | |
| Wan2.1 (dense)Sparsity=0, Steps=50, Resolution=480p, Frame count=81, Backbone=Wan2.1-1.3B2025.12 | 78.8 | 83.5 | 60.2 | 1 | 1 |