Text-to-Video Generation on VBench HunyuanVideo (test)
81.4VBench Score (%)Full-Compute
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Full-ComputeNFC=502026.02 | 81.4 | — | — | — | — | — | — | — | |
| RFCm=1, NFC=8.962026.02 | 80.83 | — | — | — | — | 18.5408 | 0.6352 | 0.1329 | |
| TaylorSeerN=5, m=1, NFC=102026.02 | 80.77 | — | — | — | — | 16.3606 | 0.5126 | 0.1985 | |
| OriginalSteps=50, Efficient Attention=true2026.01 | 80.66 | 145 | 1 | 29,773 | 1 | — | — | — | |
| SVD-CacheN=5, Efficient Attention=true2026.01 | 80.6 | 34.69 | 4.18 | 5,960.4 | 5 | — | — | — | |
| RFCm=1, NFC=7.092026.02 | 80.49 | — | — | — | — | 18.2521 | 0.6155 | 0.1436 | |
| SVD-CacheN=6, Efficient Attention=true2026.01 | 80.46 | 29.77 | 4.87 | 5,359.1 | 5.56 | — | — | — | |
| AdaCacheEfficient Attention=true2026.01 | 80.12 | 55.34 | 2.62 | 11,192.8 | 2.66 | — | — | — | |
| SpecaN_max=8, N_min=2, Efficient Attention=true2026.01 | 79.98 | 34.58 | 4.19 | 5,692.7 | 5.23 | — | — | — | |
| CluscaN=5, O=1, K=16, Efficient Attention=true2026.01 | 79.96 | 35.37 | 4.1 | 5,373 | 5.54 | — | — | — | |
| FoCaN=5, Efficient Attention=true2026.01 | 79.96 | 34.52 | 4.2 | 5,966.5 | 4.99 | — | — | — | |
| TaylorSeerN=5, O=1, Efficient Attention=true2026.01 | 79.93 | 34.84 | 4.16 | 5,960.4 | 5 | — | — | — | |
| TaylorSeerN=8, m=1, NFC=72026.02 | 79.59 | — | — | — | — | 15.1999 | 0.4408 | 0.2624 | |
| TaylorSeerN=6, m=1, NFC=92026.02 | 79.52 | — | — | — | — | 15.5321 | 0.4606 | 0.2448 | |
| TeaCachel=0.4, Efficient Attention=true2026.01 | 79.36 | 30.49 | 4.76 | 6,550.1 | 4.55 | — | — | — | |
| ToCaN=5, R=90%, Efficient Attention=false2026.01 | 78.86 | 38.52 | 3.76 | 7,006.2 | 4.25 | — | — | — | |
| FORAN=6, Efficient Attention=true2026.01 | 78.83 | 34.39 | 4.22 | 5,960.4 | 5 | — | — | — | |
| 22% stepsEfficient Attention=true2026.01 | 78.74 | 31.87 | 4.55 | 6,550.1 | 4.55 | — | — | — | |
| DuCaN=5, R=90%, Efficient Attention=true2026.01 | 78.72 | 31.69 | 4.58 | 6,483.2 | 4.48 | — | — | — | |
| FORAN=6, NFC=92026.02 | 78.51 | — | — | — | — | 15.5221 | 0.4349 | 0.2743 | |
| FORAN=8, NFC=72026.02 | 77.5 | — | — | — | — | 14.8878 | 0.4114 | 0.2959 |