Text-to-Image Generation on FLUX.1 DrawBench dev 1.0 (test)
1.0804ImageRewardFLUX.1-dev
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FLUX.1-devSteps=50, Latency=23.69, Speed=1.00×2026.06 | 1.0804 | 32.711 | — | — | — | |
| ResilPhaseSteps=15, N=4, O=1, Latency=6.62, Speed=3.58×2026.06 | 1.0647 | 32.874 | 30.02 | 72.16 | 0.2989 | |
| SpeCaSteps=15, τ0=4, β=0.3, Latency=6.78, Speed=3.49×2026.06 | 1.0598 | 33.108 | 29.12 | 66.62 | 0.3786 | |
| ResilPhaseSteps=13, N=5, O=1, Latency=5.68, Speed=4.17×2026.06 | 1.0591 | 32.901 | 29.556 | 70.24 | 0.3342 | |
| PFDiffSteps=15, K=2, H=1, Latency=7.66, Speed=3.09×2026.06 | 1.0566 | 32.989 | 29.557 | 70.3 | 0.3517 | |
| TaylorSeerSteps=15, N=5, O=2, Latency=7.41, Speed=3.20×2026.06 | 1.0566 | 32.811 | 29.132 | 67.01 | 0.3757 | |
| FreqCaSteps=13, N=5, O=2, Latency=5.76, Speed=4.11×2026.06 | 1.0496 | 32.716 | 28.132 | 41.01 | 0.6835 | |
| SpeCaSteps=13, τ0=8, β=0.3, Latency=5.84, Speed=4.06×2026.06 | 1.0459 | 32.764 | 28.715 | 61.76 | 0.446 | |
| FreqCaSteps=15, N=4, O=2, Latency=6.74, Speed=3.51×2026.06 | 1.0457 | 33.041 | 28.146 | 40.86 | 0.685 | |
| PFDiffSteps=13, K=3, H=2, Latency=5.83, Speed=4.06×2026.06 | 1.0442 | 32.731 | 28.923 | 64.81 | 0.4223 | |
| HiCacheSteps=15, N=5, O=2, Latency=7.34, Speed=3.23×2026.06 | 1.0438 | 32.898 | 29.24 | 68.3 | 0.3568 | |
| ClusCaSteps=15, N=6, O=2, Latency=6.77, Speed=3.50×2026.06 | 1.0429 | 32.795 | 28.813 | 62.05 | 0.4384 | |
| PFDiffSteps=11, K=3, H=3, Latency=5.82, Speed=4.07×2026.06 | 1.0386 | 32.816 | 28.671 | 61.62 | 0.467 | |
| ResilPhaseSteps=11, N=6, O=1, Latency=4.77, Speed=4.97×2026.06 | 1.0258 | 32.847 | 29.536 | 66.55 | 0.3834 | |
| FreqCaSteps=11, N=6, O=2, Latency=4.85, Speed=4.88×2026.06 | 1.013 | 32.114 | 28.12 | 40.23 | 0.6877 | |
| HiCacheSteps=13, N=7, O=2, Latency=5.96, Speed=3.97×2026.06 | 1.0079 | 32.622 | 28.705 | 61.47 | 0.4542 | |
| FLUX.1-devSteps=15, Latency=7.00, Speed=3.38×2026.06 | 1.0044 | 32.618 | 28.612 | 63.45 | 0.4375 | |
| ClusCaSteps=13, N=8, O=2, Latency=5.92, Speed=4.00×2026.06 | 0.9913 | 32.41 | 28.43 | 55.28 | 0.531 | |
| FLUX.1-devSteps=13, Latency=6.11, Speed=3.88×2026.06 | 0.9821 | 32.586 | 28.498 | 61.36 | 0.4682 | |
| SpeCaSteps=11, τ0=12, β=0.3, Latency=4.96, Speed=4.78×2026.06 | 0.9798 | 32.571 | 28.366 | 55.67 | 0.5324 | |
| FORASteps=15, N=4, Latency=7.50, Speed=3.16×2026.06 | 0.9791 | 32.684 | 28.342 | 60.78 | 0.4725 | |
| FLUX.1-devSteps=11, Latency=5.21, Speed=4.55×2026.06 | 0.9541 | 32.485 | 28.397 | 59.39 | 0.5001 | |
| ToCaSteps=15, N=8, R=90%, Latency=10.78, Speed=2.20×2026.06 | 0.9537 | 32.49 | 28.786 | 59.54 | 0.4764 | |
| TeaCacheSteps=15, l=0.7, Latency=7.44, Speed=3.18×2026.06 | 0.9536 | 32.794 | 27.961 | 38.13 | 0.8176 | |
| TaylorSeerSteps=13, N=7, O=2, Latency=5.98, Speed=3.96×2026.06 | 0.9406 | 32.657 | 28.049 | 39.31 | 0.7119 | |
| FORASteps=13, N=5, Latency=5.69, Speed=4.16×2026.06 | 0.9235 | 32.37 | 28.288 | 56.94 | 0.5156 | |
| ToCaSteps=13, N=10, R=90%, Latency=10.00, Speed=2.37×2026.06 | 0.8867 | 32.038 | 28.601 | 57.78 | 0.5176 | |
| TeaCacheSteps=13, l=1.0, Latency=5.82, Speed=4.07×2026.06 | 0.8518 | 32.75 | 27.96 | 38.32 | 0.8253 | |
| FORASteps=11, N=6, Latency=5.20, Speed=4.56×2026.06 | 0.8468 | 32.178 | 28.23 | 57 | 0.5405 | |
| HiCacheSteps=11, N=11, O=2, Latency=5.08, Speed=4.66×2026.06 | 0.804 | 31.604 | 28.268 | 52.61 | 0.5955 | |
| TeaCacheSteps=11, l=1.4, Latency=4.92, Speed=4.82×2026.06 | 0.785 | 32.588 | 27.954 | 38.37 | 0.8349 | |
| ToCaSteps=11, N=12, R=90%, Latency=9.19, Speed=2.58×2026.06 | 0.7284 | 31.475 | 28.444 | 53.8 | 0.5768 | |
| TaylorSeerSteps=11, N=11, O=2, Latency=5.10, Speed=4.65×2026.06 | 0.6241 | 31.895 | 27.94 | 30.14 | 0.8012 | |
| ClusCaSteps=11, N=12, O=2, Latency=4.88, Speed=4.85×2026.06 | 0.4958 | 30.353 | 28.079 | 37.24 | 0.734 | |
| ∆-DiTSteps=15, N=10, Latency=7.60, Speed=3.12×2026.06 | 0.1164 | 30.369 | 28.157 | 55.87 | 0.6408 |