Video Generation on VBench (Motion Smoothness, Consistency, and Quality)
99.28Motion SmoothnessReCamMaster
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReCamMaster2026.04 | 99.28 | 92.05 | 93.83 | 42.7 | 53.97 | |
| DAS2026.04 | 99.14 | 90.34 | 92.03 | 39.86 | 51.55 | |
| SwitchCraftmode=Ours2026.02 | 98.9 | 94.5 | 92.1 | 64.8 | 74.1 | |
| SwitchCraftablation=w/o enhance2026.02 | 98.9 | 94.5 | 92.2 | 64.6 | 73.9 | |
| FullModel=Wan2.1-14B, FLOPs=4682.02 TFLOPs, Sparsity=0%2026.05 | 98.84 | 96.97 | 96.68 | 62.46 | 70.06 | |
| SwitchCraftablation=w/o SVD2026.02 | 98.8 | 94.3 | 91.8 | 64.3 | 73.4 | |
| Wan2.12026.02 | 98.7 | 94.7 | 92.4 | 64.5 | 73.8 | |
| SwitchCraftablation=Random strength2026.02 | 98.7 | 93.9 | 91.5 | 63.7 | 73.4 | |
| RoPeSLRModel=Wan2.1-14B, FLOPs=472.19 TFLOPs, Sparsity=90%2026.05 | 98.68 | 96.15 | 95.46 | 61.39 | 66.24 | |
| SwitchCraftablation=w/o suppress2026.02 | 98.6 | 94.2 | 92 | 64.2 | 73.6 | |
| SLAModel=Wan2.1-14B, FLOPs=480.09 TFLOPs, Sparsity=90%2026.05 | 98.6 | 94.79 | 94.89 | 60.21 | 64.68 | |
| World-R1-Small2026.04 | 98.55 | 97.58 | 96.67 | 65.74 | 67.53 | |
| SwitchCraftablation=Fixed strength2026.02 | 98.5 | 93.4 | 90.7 | 63.1 | 71.5 | |
| VSAModel=Wan2.1-14B, FLOPs=468.60 TFLOPs, Sparsity=90%2026.05 | 98.49 | 85.95 | 94.7 | 59.54 | 49.59 | |
| LongLive2026.02 | 98.4 | 89.8 | 90.8 | 62.7 | 72.5 | |
| GCD2026.04 | 98.37 | 88.94 | 92 | 38.21 | 41.56 | |
| SVG2Model=Wan2.1-14B, FLOPs=1655.77 TFLOPs, Sparsity=64%2026.05 | 98.33 | 95.11 | 95.48 | 59.32 | 59.78 | |
| Stitch2026.02 | 98.3 | 92.6 | 91 | 60.8 | 71.1 | |
| Trajectory-Attention2026.04 | 98.21 | 90.6 | 92.83 | 38.5 | 51 | |
| CogVideoX-1.5-5BParameters=5B2026.04 | 98.15 | 96.56 | 96.81 | 62.07 | 65.34 | |
| DiTCtrl2026.02 | 98.1 | 76.4 | 87.6 | 51.1 | 70.2 | |
| Wan2.1-T2V-1.3BParameters=1.3B2026.04 | 97.44 | 96.34 | 97.29 | 62.43 | 66.51 | |
| MEVG2026.02 | 95.3 | 70.1 | 84.1 | 34.6 | 52.5 |