Video Generation on VBench Wan2.1-14B Text-to-Video 720P
79.6SSIMSVG2
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SVG2Sparsity=80.6%, Warmup strategy=true2026.02 | 79.6 | 95.39 | 66.97 | 61.92 | 22.92 | 0.121 | 882 | 1.77 | — | |
| PISASparsity=87.5%, Warmup strategy=true2026.02 | 78.7 | 95.8 | 67.88 | 63.38 | 22.69 | 0.124 | 818 | 1.91 | — | |
| SpargeAttnSparsity=87.5%, Warmup strategy=true2026.02 | 76.6 | 95.69 | 67.11 | 62.72 | 21.47 | 0.144 | 844 | 1.85 | — | |
| VecAttentionResolution=720P, #Tokens (Context Length)=76K, Inference steps=50, Warm-up ratio=6%2026.03 | 66.8 | — | — | — | 19.7 | 0.339 | — | — | 52.3 | |
| XAttentionResolution=720P, #Tokens (Context Length)=76K, Inference steps=50, Warm-up ratio=6%2026.03 | 65.8 | — | — | — | 19.7 | 0.348 | — | — | 54.6 | |
| SVGResolution=720P, #Tokens (Context Length)=76K, Inference steps=50, Warm-up ratio=6%2026.03 | 63.9 | — | — | — | 18.7 | 0.381 | — | — | 52.2 | |
| DenseSparsity=0.00%, Warmup strategy=true2026.02 | — | 95.98 | 67.71 | 63.08 | — | — | 1,564 | 1 | — |