Text-to-image generation on DrawBench (Latency, FLOPs, Fidelity Metrics)
4.43Latency (s)LearniBridge
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LearniBridgeN (Interval steps)=82026.06 | 4.43 | 6.17 | 599.9 | 6.2 | 83.08 | 81.64 | 28.3464 | 68.7 | 0.3549 | |
| TaylorSeerN (Interval steps)=8, O (Order)=22026.06 | 4.48 | 6.1 | 596.1 | 6.24 | 82.12 | 80.41 | 26.8228 | 67.5 | 0.3647 | |
| TeaCachedelta (Threshold)=1.42026.06 | 4.56 | 5.99 | 603.8 | 6.16 | 72.52 | 80.26 | 26.5802 | 63.38 | 0.3928 | |
| ToCAN (Interval steps)=122026.06 | 4.65 | 5.87 | 628.3 | 5.92 | 70.19 | 78.26 | 26.4802 | 58.56 | 0.3928 | |
| TaylorSeerN (Interval steps)=6, O (Order)=22026.06 | 5.47 | 4.99 | 745.4 | 4.99 | 90.33 | 80.94 | 28.7006 | 71.91 | 0.3109 | |
| LearniBridgeN (Interval steps)=62026.06 | 5.61 | 4.87 | 759.1 | 4.9 | 91.33 | 83.64 | 29.7491 | 74.07 | 0.3021 | |
| TeaCachedelta (Threshold)=12026.06 | 5.66 | 4.83 | 743.6 | 4.89 | 83.98 | 80.6 | 27.0821 | 69.96 | 0.3702 | |
| ToCAN (Interval steps)=102026.06 | 5.78 | 4.73 | 714.7 | 5.2 | 79.98 | 79.56 | 26.9854 | 63.9 | 0.3702 | |
| 22% stepsBase Model=FLUX.1-dev, Sampling Steps=22%2026.06 | 6 | 4.55 | 817.5 | 4.55 | 86.69 | 81.3 | 25.9587 | 67.2 | 0.3691 | |
| TaylorSeerN (Interval steps)=5, O (Order)=22026.06 | 6.2 | 4.41 | 817.5 | 4.55 | 93.59 | 81.64 | 29.8558 | 76.25 | 0.2697 | |
| LearniBridgeN (Interval steps)=52026.06 | 6.27 | 4.36 | 839.6 | 4.43 | 95.9 | 81.28 | 30.1525 | 78.79 | 0.2682 | |
| TeaCachedelta (Threshold)=0.82026.06 | 6.6 | 4.14 | 892 | 4.17 | 89.75 | 81.03 | 28.6508 | 73.5 | 0.2538 | |
| ToCAN (Interval steps)=92026.06 | 6.88 | 3.97 | 854.4 | 4.35 | 83.52 | 80.45 | 27.9813 | 70.12 | 0.3155 | |
| OriginalBase Model=FLUX.1-dev2026.06 | 27.32 | 1 | 3,719.5 | 1 | 98.85 | 81.02 | — | — | — |