Image Generation on FLUX-1 (dev)
1.1998Image RewardOTCA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OTCA2026.04 | 1.1998 | — | 0.3071 | 6.6028 | 0.3225 | 22.97 | — | — | — | |
| VIPO2026.04 | 1.1128 | — | 0.2722 | 6.7813 | 0.3026 | 22.69 | — | — | — | |
| Flux2026.04 | 1.1001 | — | 0.2682 | 6.2508 | 0.2986 | 22.66 | — | — | — | |
| TaylorSeerN=6, O=2, Sampling steps=50, VRAM (GB)=7.66, MACs (T)=372.38, Latency (s)=6.73, FLOPs (T)=746.282026.02 | 1.02 | 28.94 | — | — | — | — | — | — | — | |
| DanceGRPO2026.04 | 1.0172 | — | 0.2619 | 6.8917 | 0.3018 | 22.7 | — | — | — | |
| T = 18Speedup=2.71×, Latency (s)=3.03, NFE=18, Resolution=512×5122026.05 | 0.991 | 17.79 | — | — | — | — | 0.6862 | 0.3367 | 0.3104 | |
| [dev]Sampling steps=50, VRAM (GB)=0.62, MACs (T)=1859.62, Latency (s)=23.24, FLOPs (T)=3726.872026.02 | 0.99 | — | — | — | — | — | — | — | — | |
| Teacache-slowSpeedup=1.87×, Latency (s)=4.39, Resolution=512×5122026.05 | 0.99 | 19.12 | — | — | — | — | 0.7241 | 0.2941 | 0.3089 | |
| T = 24Speedup=2.06×, Latency (s)=3.98, NFE=24, Resolution=512×5122026.05 | 0.989 | 19.74 | — | — | — | — | 0.7512 | 0.2264 | 0.3092 | |
| Teacache-fastSpeedup=2.63×, Latency (s)=3.12, Resolution=512×5122026.05 | 0.988 | 18.07 | — | — | — | — | 0.6858 | 0.3355 | 0.3099 | |
| Easycache-fastSpeedup=2.91×, Latency (s)=2.81, Resolution=512×5122026.05 | 0.986 | 19.59 | — | — | — | — | 0.724 | 0.3197 | 0.3109 | |
| LESAN=7, Sampling steps=50, VRAM (GB)=0.81, MACs (T)=372.25, Latency (s)=5.19, FLOPs (T)=745.512026.02 | 0.98 | 30.17 | — | — | — | — | — | — | — | |
| Easycache-slowSpeedup=2.09×, Latency (s)=3.92, Resolution=512×5122026.05 | 0.98 | 19.81 | — | — | — | — | 0.7428 | 0.2793 | 0.3096 | |
| VDE-slowSpeedup=2.21×, Latency (s)=3.70, NFE=22, Resolution=512×5122026.05 | 0.978 | 25.81 | — | — | — | — | 0.8877 | 0.1243 | 0.3095 | |
| T = 50Speedup=1.00×, Latency (s)=8.20, NFE=50, Resolution=512×5122026.05 | 0.976 | — | — | — | — | — | — | — | 0.309 | |
| VDE-mediumSpeedup=2.70×, Latency (s)=3.04, NFE=18, Resolution=512×5122026.05 | 0.973 | 24.02 | — | — | — | — | 0.8499 | 0.1679 | 0.3102 | |
| VDE-fastSpeedup=3.01×, Latency (s)=2.72, NFE=16, Resolution=512×5122026.05 | 0.969 | 23.19 | — | — | — | — | 0.8267 | 0.1997 | 0.3109 | |
| ToCaN=8, R=75%, Sampling steps=50, VRAM (GB)=12.31, MACs (T)=414.88, Latency (s)=12.39, FLOPs (T)=829.862026.02 | 0.95 | 29.07 | — | — | — | — | — | — | — | |
| DuCaN=8, R=70%, Sampling steps=50, VRAM (GB)=3.65, MACs (T)=428.86, Latency (s)=9.4, FLOPs (T)=858.272026.02 | 0.94 | 29.06 | — | — | — | — | — | — | — | |
| TeaCachel=1, Sampling steps=50, VRAM (GB)=0.69, MACs (T)=409.43, Latency (s)=7.07, FLOPs (T)=820.552026.02 | 0.84 | 28.61 | — | — | — | — | — | — | — |