Text-to-Video Generation on HunyuanVideo
0LPIPSOriginal
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OriginalSampling Steps=50, Latency(s)=98.91, Speed=1.00x, FLOPs(T)=297732026.02 | 0 | — | — | — | 1 | — | — | |
| OriginalSteps=502026.04 | 0 | 98.91 | 1 | — | 1 | — | 29,773 | |
| MeanCacheB=122026.01 | 0.176 | 33.05 | 3.21 | 80.01 | 0.809 | 24.002 | — | |
| MeanCacheB=102026.01 | 0.269 | 29.48 | 3.59 | 80.08 | 0.732 | 20.464 | — | |
| L2PN=72026.04 | 0.28 | 20.95 | 5.55 | — | 0.72 | 21.1 | 5,359.2 | |
| LESAInterval (N)=7, Latency(s)=19.37, Speed=5.11x, FLOPs(T)=5960.42026.02 | 0.29 | — | — | — | 0.72 | 21.43 | — | |
| ResilPhaseN=5, O=12026.06 | 0.2954 | — | 4.28 | 80.42 | 0.6992 | 19.481 | — | |
| LESAInterval (N)=8, Latency(s)=17.47, Speed=5.66x, FLOPs(T)=5354.92026.02 | 0.32 | — | — | — | 0.7 | 21.05 | — | |
| TeaCachel=0.32026.06 | 0.3207 | — | 4.01 | 80.38 | 0.6846 | 19.05 | — | |
| ResilPhaseN=6, O=12026.06 | 0.3341 | — | 4.98 | 79.78 | 0.6709 | 18.92 | — | |
| Teacachel=0.332026.01 | 0.363 | 34.06 | 3.11 | 80.02 | 0.651 | 17.957 | — | |
| ToCaN=7, R=90%2026.06 | 0.3688 | — | 4.09 | 79 | 0.6246 | 18.299 | — | |
| TaylorSeerN=5, O=12026.06 | 0.369 | — | 3.7 | 80.27 | 0.6316 | 17.117 | — | |
| TeaCachel=0.42026.06 | 0.376 | — | 4.62 | 79.77 | 0.6547 | 17.923 | — | |
| TeaCacheThreshold (l)=0.4, Latency(s)=21.83, Speed=4.53x, FLOPs(T)=6550.12026.02 | 0.38 | — | — | — | 0.61 | 18.25 | — | |
| TeaCachel=0.42026.04 | 0.38 | 21.83 | 4.55 | — | 0.61 | 18.25 | 6,550.1 | |
| OriginalSteps=30% steps2026.01 | 0.381 | 39.53 | 2.68 | 79.84 | 0.659 | 17.335 | — | |
| DiCachedelta=0.82026.01 | 0.382 | 33.76 | 3.11 | 74.09 | 0.701 | 22.053 | — | |
| SpeCaNmax=8, Nmin=2, Latency(s)=23.22, Speed=4.26x, FLOPs(T)=5692.72026.02 | 0.39 | — | — | — | 0.59 | 17.73 | — | |
| Teacachel=0.392026.01 | 0.396 | 31.86 | 3.32 | 79.75 | 0.631 | 17.382 | — | |
| FORAN=42026.06 | 0.401 | — | 3.57 | 80.1 | 0.6244 | 16.582 | — | |
| SpeCaτ0=1.2, β=0.12026.06 | 0.4198 | — | 4.2 | 79.77 | 0.5888 | 16.488 | — | |
| 22% stepsSampling Steps=11, Latency(s)=22.98, Speed=4.30x, FLOPs(T)=6550.12026.02 | 0.42 | — | — | — | 0.59 | 17.65 | — | |
| TaylorSeerInterval (N)=5, Order (O)=1, Latency(s)=23.66, Speed=4.18x, FLOPs(T)=5960.42026.02 | 0.42 | — | — | — | 0.55 | 17.29 | — | |
| ClusCaInterval (N)=5, Order (O)=1, Clusters (K)=16, Latency(s)=24.35, Speed=4.06x, FLOPs(T)=53732026.02 | 0.42 | — | — | — | 0.55 | 17.28 | — | |
| 22% stepsSteps=22%2026.04 | 0.42 | 22.98 | 4.55 | — | 0.59 | 17.65 | 6,550.1 | |
| TaylorSeerN=5, O=12026.04 | 0.42 | 23.66 | 5 | — | 0.55 | 17.29 | 5,960.4 | |
| SpeCaτ0=1.5, β=0.22026.06 | 0.4219 | — | 4.65 | 79.59 | 0.5883 | 16.461 | — | |
| ClusCaN=6, O=12026.06 | 0.423 | — | 4.05 | 79.74 | 0.5881 | 16.116 | — | |
| TaylorSeerN=5, O=12026.01 | 0.428 | 34.95 | 3.03 | 79.95 | 0.603 | 16.026 | — | |
| DuCaInterval (N)=5, Retention Ratio (R)=90%, Latency(s)=23.08, Speed=4.29x, FLOPs(T)=6483.22026.02 | 0.43 | — | — | — | 0.54 | 17.08 | — | |
| DuCaN=5, R=90%2026.04 | 0.43 | 23.08 | 4.48 | — | 0.54 | 17.08 | 6,483.2 | |
| ToCaInterval (N)=5, Retention Ratio (R)=90%, Latency(s)=26.12, Speed=3.79x, FLOPs(T)=7006.22026.02 | 0.44 | — | — | — | 0.54 | 17.04 | — | |
| FORAInterval (N)=5, Latency(s)=22.61, Speed=4.37x, FLOPs(T)=5960.42026.02 | 0.44 | — | — | — | 0.53 | 17 | — | |
| ToCaN=5, R=90%2026.04 | 0.44 | 26.12 | 4.25 | — | 0.54 | 17.04 | 7,006.2 | |
| FORAN=52026.04 | 0.44 | 22.61 | 5 | — | 0.53 | 17 | 5,960.4 | |
| ToCaN=10, R=90%2026.06 | 0.4501 | — | 4.86 | 76.37 | 0.5857 | 17.581 | — | |
| ToCaN=52026.01 | 0.454 | 36.17 | 2.93 | 79.51 | 0.59 | 15.765 | — | |
| DucaN=52026.01 | 0.454 | 34.32 | 3.09 | 79.54 | 0.595 | 15.807 | — | |
| TaylorSeerN=7, O=12026.06 | 0.4581 | — | 4.63 | 79.07 | 0.5641 | 15.52 | — | |
| FORAN=62026.06 | 0.4584 | — | 4.87 | 78.7 | 0.6073 | 15.871 | — | |
| TaylorSeerN=7, O=12026.01 | 0.48 | 31.5 | 3.36 | 79.76 | 0.595 | 15.444 | — | |
| ClusCaN=9, O=12026.06 | 0.5139 | — | 4.88 | 76.98 | 0.5353 | 14.69 | — | |
| DiCachedelta=32026.01 | 0.583 | 31.81 | 3.33 | 70.86 | 0.49 | 19.098 | — | |
| 50-stepssampling_steps=502026.06 | — | — | 1 | 80.87 | — | — | — | |
| OriginalSteps=502026.01 | — | 105.92 | 1 | 80.39 | — | — | — |