Text-to-Video Generation on HunyuanVideo (test)
83.6Quality ScoreFresco
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FrescoNFE=23, Latency(s)=537.21, Speed (Latency)=3.51×, FLOPs(T)=136685, Speed (FLOPs)=3.91×2026.01 | 83.6 | 71.11 | 81.1 | — | — | — | — | — | |
| FrescoNFE=18, Latency(s)=403.23, Speed (Latency)=4.68×, FLOPs(T)=108626, Speed (FLOPs)=4.92×2026.01 | 83.53 | 69.65 | 80.76 | — | — | — | — | — | |
| Jenga-ProResNFE=502026.05 | 83.53 | 70.11 | 80.07 | 1,361.38 | 1.43 | — | — | — | |
| SpargeAttnNFE=502026.05 | 83.26 | 71.24 | 80.35 | 1,094.01 | 1.78 | — | — | — | |
| HunyuanVideoNFE=502026.05 | 82.97 | 71.41 | 80.66 | 1,947.38 | 1 | — | — | — | |
| HunyuanVideoNFE=50, Latency(s)=1887.12, Speed (Latency)=1.00×, FLOPs(T)=534440, Speed (FLOPs)=1.00×2026.01 | 82.39 | 71.04 | 80.12 | — | — | — | — | — | |
| DVGNFE=50, Density (D)=50%2026.05 | 82.1 | 73.83 | 80.45 | 608.56 | 3.2 | — | — | — | |
| TeaCacheNFE=50, Threshold (l)=0.152026.05 | 82.09 | 69.17 | 79.51 | 861.23 | 2.26 | — | — | — | |
| Bottleneck SamplingNFE=30, Latency(s)=792.85, Speed (Latency)=2.38×, FLOPs(T)=204766, Speed (FLOPs)=2.61×2026.01 | 81.97 | 69.55 | 79.42 | — | — | — | — | — | |
| BottleneckNFE=302026.05 | 81.97 | 69.55 | 79.42 | 818.23 | 2.38 | — | — | — | |
| Jenga-ProResNFE=25, Latency(s)=882.14, Speed (Latency)=2.14×, FLOPs(T)=233379, Speed (FLOPs)=2.29×2026.01 | 81.8 | 68.56 | 79.16 | — | — | — | — | — | |
| AdaCacheNFE=50, Latency(s)=720.27, Speed (Latency)=2.62×, FLOPs(T)=200917, Speed (FLOPs)=2.66×2026.01 | 81.78 | 70.12 | 79.58 | — | — | — | — | — | |
| AdaCacheNFE=502026.05 | 81.78 | 70.12 | 79.58 | 743.27 | 2.62 | — | — | — | |
| LIPARNFE=502026.05 | 81.72 | 69.14 | 79.63 | 1,421.44 | 1.37 | — | — | — | |
| DVGNFE=25, Density (D)=40%2026.05 | 81.59 | 74.33 | 80.14 | 264.95 | 7.35 | — | — | — | |
| FrescoNFE=202026.05 | 81.58 | 66.93 | 78.65 | 491.76 | 3.96 | — | — | — | |
| TeaCacheNFE=50, Threshold (l)=0.32026.05 | 81.55 | 68.73 | 78.99 | 522.09 | 3.73 | — | — | — | |
| TeaCacheNFE=50, Latency(s)=436.83, Speed (Latency)=4.32×, FLOPs(T)=119294, Speed (FLOPs)=4.48×2026.01 | 81.12 | 69.64 | 78.96 | — | — | — | — | — | |
| ToMeNFE=502026.05 | 80.65 | 67.87 | 78.39 | 1,343.02 | 1.45 | — | — | — | |
| 22% stepsNFE=11, Latency(s)=414.75, Speed (Latency)=4.55×, FLOPs(T)=116945, Speed (FLOPs)=4.57×2026.01 | 80.52 | 69.01 | 77.74 | — | — | — | — | — | |
| 22% stepsNFE=112026.05 | 80.52 | 69.01 | 77.74 | 427.99 | 4.55 | — | — | — | |
| VGDFRNFE=502026.05 | 80.45 | 69.45 | 79.03 | 1,209.55 | 1.61 | — | — | — | |
| Jenga-ProResNFE=102026.05 | 79.24 | 65.57 | 76.5 | 417.18 | 4.66 | — | — | — | |
| 13 steps of full inferenceSteps=13, TFLOPs=3657, Speedup=×1.312026.06 | — | — | — | — | — | 0.428 | 23.1 | 77.708 | |
| 7 steps of full inferenceSteps=7, TFLOPs=1972, Speedup=×7.122026.06 | — | — | — | — | — | 0.513 | 21.7 | 75.098 | |
| DPCacheSteps=7, O=1, TFLOPs=1977, Speedup=×7.102026.06 | — | — | — | — | — | 0.42 | 22.3 | 74.935 | |
| DPCacheSteps=13, O=1, TFLOPs=3662, Speedup=×1.312026.06 | — | — | — | — | — | 0.188 | 24.6 | 79.061 | |
| Full inferenceSteps=50, TFLOPs=14050, Speedup=×1.002026.06 | — | — | — | — | — | 0 | 24.8 | 79.309 | |
| ReCache HiCacheSteps=7, O=1, TFLOPs=10696, Speedup=×1.312026.06 | — | — | — | — | — | 0.38 | 22.6 | 76.604 | |
| ReCache HiCacheSteps=13, O=1, TFLOPs=11164, Speedup=×1.262026.06 | — | — | — | — | — | 0.168 | 23.9 | 78.436 | |
| ReCache Taylor-DPSteps=7, O=1, TFLOPs=1977, Speedup=×7.102026.06 | — | — | — | — | — | 0.399 | 23.9 | 77.396 | |
| ReCache Taylor-DPSteps=13, O=1, TFLOPs=3662, Speedup=×1.312026.06 | — | — | — | — | — | 0.174 | 24.5 | 78.726 | |
| ReCache TaylorSeerSteps=7, O=1, TFLOPs=10696, Speedup=×1.312026.06 | — | — | — | — | — | 0.39 | 22.9 | 76.264 | |
| ReCache TaylorSeerSteps=13, O=1, TFLOPs=11164, Speedup=×1.262026.06 | — | — | — | — | — | 0.171 | 24.1 | 78.525 | |
| uniform HiCacheSteps=7, O=1, TFLOPs=10696, Speedup=×1.312026.06 | — | — | — | — | — | 0.512 | 21.2 | 75.383 | |
| uniform HiCacheSteps=13, O=1, TFLOPs=11164, Speedup=×1.262026.06 | — | — | — | — | — | 0.425 | 23.3 | 77.734 | |
| uniform Taylor-DPSteps=7, O=1, TFLOPs=1977, Speedup=×7.102026.06 | — | — | — | — | — | 0.507 | 21.6 | 76.094 | |
| uniform Taylor-DPSteps=13, O=1, TFLOPs=3662, Speedup=×1.312026.06 | — | — | — | — | — | 0.424 | 23.6 | 78.501 | |
| uniform TaylorSeerSteps=7, O=1, TFLOPs=10696, Speedup=×1.312026.06 | — | — | — | — | — | 0.508 | 21.7 | 76.077 | |
| uniform TaylorSeerSteps=13, O=1, TFLOPs=11164, Speedup=×1.262026.06 | — | — | — | — | — | 0.417 | 23.6 | 78.219 |