Text-to-image generation on OneIG-Bench
0.885AlignmentQwen-Image Lightning
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Qwen-Image LightningDistill Method=VSD, NFE=42025.10 | 0.885 | 0.923 | 0.116 | 0.417 | 0.311 | — | — | — | — | |
| π-Flow (GM-Qwen)Distill Method=π-ID (data-free), NFE=42025.10 | 0.881 | 0.89 | 0.176 | 0.433 | 0.3 | — | — | — | — | |
| Qwen-Image-20BNFE=50 x 22026.02 | 0.88 | 0.888 | 0.194 | 0.427 | 0.306 | — | — | — | — | |
| Qwen-ImageDistill Method=-, NFE=50×22025.10 | 0.88 | 0.888 | 0.194 | 0.427 | 0.306 | — | — | — | — | |
| ArcFlow-QwenNFE=22026.02 | 0.877 | 0.853 | 0.182 | 0.421 | 0.289 | — | — | — | — | |
| Qwen-Image-LightningNFE=22026.02 | 0.875 | 0.879 | 0.098 | 0.415 | 0.292 | — | — | — | — | |
| π-Flow (GM-Qwen)Distill Method=π-ID, NFE=42025.10 | 0.875 | 0.892 | 0.18 | 0.434 | 0.298 | — | — | — | — | |
| TwinFlow (Qwen)NFE=22026.02 | 0.862 | 0.825 | 0.13 | 0.364 | 0.267 | — | — | — | — | |
| pi-Flow (GM-Qwen)NFE=22026.02 | 0.837 | 0.634 | 0.176 | 0.382 | 0.259 | — | — | — | — | |
| SD3.5 LargeModality Ablation=Image-Only2026.01 | 0.809 | 0.629 | 0.225 | 0.353 | 0.294 | — | — | — | — | |
| Image RWRModality Ablation=Multimodal2026.01 | 0.804 | 0.077 | 0.144 | 0.364 | 0.219 | — | — | — | — | |
| Text RWRModality Ablation=Multimodal2026.01 | 0.803 | 0.057 | 0.149 | 0.366 | 0.22 | — | — | — | — | |
| Multimodal RWRModality Ablation=Multimodal2026.01 | 0.802 | 0.189 | 0.141 | 0.37 | 0.22 | — | — | — | — | |
| Multimodal SFTModality Ablation=Multimodal2026.01 | 0.8 | 0.01 | 0.143 | 0.365 | 0.219 | — | — | — | — | |
| π-Flow (GM-FLUX)Distill Method=π-ID, NFE=42025.10 | 0.799 | 0.437 | 0.229 | 0.36 | 0.251 | — | — | — | — | |
| π-Flow (GM-FLUX)Distill Method=π-ID (data-free), NFE=42025.10 | 0.799 | 0.46 | 0.224 | 0.363 | 0.249 | — | — | — | — | |
| ArcFlow-FLUXNFE=22026.02 | 0.798 | 0.368 | 0.21 | 0.35 | 0.224 | — | — | — | — | |
| Image-Only SFTModality Ablation=Image-Only2026.01 | 0.798 | 0.046 | 0.215 | 0.354 | 0.219 | — | — | — | — | |
| BAGEL MultimodalModality Ablation=Multimodal2026.01 | 0.793 | 0.02 | 0.209 | 0.39 | 0.206 | — | — | — | — | |
| π-Flow (GM-FLUX)Distill Method=π-ID, NFE=82025.10 | 0.792 | 0.517 | 0.234 | 0.369 | 0.256 | — | — | — | — | |
| FLUX TurboDistill Method=GAN, NFE=82025.10 | 0.791 | 0.334 | 0.234 | 0.37 | 0.239 | — | — | — | — | |
| FLUX.1-devNFE=502026.02 | 0.79 | 0.556 | 0.238 | 0.307 | 0.257 | — | — | — | — | |
| FLUX.1 devDistill Method=-, NFE=502025.10 | 0.79 | 0.556 | 0.238 | 0.37 | 0.257 | — | — | — | — | |
| Hyper-FLUXDistill Method=CD+Re, NFE=82025.10 | 0.79 | 0.53 | 0.198 | 0.369 | 0.254 | — | — | — | — | |
| FLUX.1[dev]Modality Ablation=Image-Only2026.01 | 0.786 | 0.523 | 0.238 | 0.368 | 0.253 | — | — | — | — | |
| SenseFlow (FLUX)Distill Method=VSD+CD+GAN, NFE=42025.10 | 0.776 | 0.384 | 0.151 | 0.343 | 0.238 | — | — | — | — | |
| BAGEL Image-OnlyModality Ablation=Image-Only2026.01 | 0.769 | 0.244 | 0.251 | 0.367 | 0.173 | — | — | — | — | |
| Pi-Flow (GM-FLUX)NFE=22026.02 | 0.764 | 0.141 | 0.216 | 0.332 | 0.212 | — | — | — | — | |
| SenseFlow (FLUX)NFE=22026.02 | 0.743 | 0.23 | 0.139 | 0.341 | 0.212 | — | — | — | — | |
| BLIP3-oModality Ablation=Multimodal2026.01 | 0.711 | 0.013 | 0.229 | 0.361 | 0.223 | — | — | — | — | |
| Show-oModality Ablation=Multimodal2026.01 | 0.702 | 0.002 | 0.241 | 0.361 | 0.213 | — | — | — | — | |
| SD XLModality Ablation=Image-Only2026.01 | 0.688 | 0.029 | 0.296 | 0.332 | 0.237 | — | — | — | — | |
| Janus-Pro-7BModality Ablation=Multimodal2026.01 | 0.553 | 0.001 | 0.365 | 0.276 | 0.139 | — | — | — | — | |
| Base modelModel Context=FLUX.1-dev, P.(B)↓=12, M.(%)↓=100, L.(ms)↓=7152025.11 | — | — | — | — | — | 0.434 | — | 0 | — | |
| Base modelModel Context=FLUX.1 Lite, P.(B)↓=8, M.(%)↓=78.8, L.(ms)↓=5722025.11 | — | — | — | — | — | 0.378 | — | 0 | — | |
| Base modelModel Context=Qwen-Image, P.(B)↓=20, M.(%)↓=100, L.(ms)↓=26252025.11 | — | — | — | — | — | 0.539 | 0.548 | 0 | — | |
| BaselineNFE=22026.06 | — | — | — | — | — | — | — | — | 51.72 | |
| Baseline + Teacher as RealNFE=22026.06 | — | — | — | — | — | — | — | — | 51.89 | |
| Baseline + Teacher as Real + Decoupling WeightNFE=22026.06 | — | — | — | — | — | — | — | — | 52.15 | |
| Chroma1-HDModel Context=FLUX.1-dev, P.(B)↓=8.9, M.(%)↓=82.5, L.(ms)↓=17142025.11 | — | — | — | — | — | 0.49 | — | 1.02 | — | |
| DMD2NFE=22026.06 | — | — | — | — | — | — | — | — | 50.7 | |
| FLUX.1 LiteModel Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=78.8, L.(ms)↓=5722025.11 | — | — | — | — | — | 0.378 | — | 6.09 | — | |
| HierarchicalPruneModel Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=74.4, L.(ms)↓=5432025.11 | — | — | — | — | — | 0.351 | — | 13.38 | — | |
| HierarchicalPruneModel Context=Qwen-Image, P.(B)↓=14, M.(%)↓=79.4, L.(ms)↓=17862025.11 | — | — | — | — | — | 0.509 | 0.496 | 6.49 | — | |
| Nucleus-ImageConfiguration=1024 × 10242026.04 | — | — | — | — | — | — | — | — | 52.2 | |
| PPCL(10B)Model Context=Qwen-Image, P.(B)↓=10, M.(%)↓=66.9, L.(ms)↓=14622025.11 | — | — | — | — | — | 0.485 | 0.501 | 6.88 | — | |
| PPCL(12B)Model Context=Qwen-Image, P.(B)↓=12, M.(%)↓=71.4, L.(ms)↓=15142025.11 | — | — | — | — | — | 0.517 | 0.531 | 3.03 | — | |
| PPCL(14B)Model Context=Qwen-Image, P.(B)↓=14, M.(%)↓=79.4, L.(ms)↓=17922025.11 | — | — | — | — | — | 0.536 | 0.538 | 0.42 | — | |
| PPCL(6.5B)Model Context=FLUX.1 Lite, P.(B)↓=6.5, M.(%)↓=69.2, L.(ms)↓=4282025.11 | — | — | — | — | — | 0.371 | — | 0.07 | — | |
| PPCL(8B)Model Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=74.4, L.(ms)↓=5352025.11 | — | — | — | — | — | 0.456 | — | 4.03 | — | |
| PPCL(Fine-tuning)Model Context=Qwen-Image, P.(B)↓=10, M.(%)↓=66.9, L.(ms)↓=14622025.11 | — | — | — | — | — | 0.499 | 0.519 | 3.29 | — | |
| TinyFusionModel Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=74.4, L.(ms)↓=5342025.11 | — | — | — | — | — | 0.345 | — | 13.8 | — | |
| TinyFusionModel Context=Qwen-Image, P.(B)↓=14, M.(%)↓=79.4, L.(ms)↓=17892025.11 | — | — | — | — | — | 0.5 | 0.498 | 8.75 | — | |
| Twin FlowNFE=22026.06 | — | — | — | — | — | — | — | — | 51.38 | |
| Z-Image Turbo++NFE=22026.06 | — | — | — | — | — | — | — | — | 52.5 | |
| Z-Image Turbo++ w/ Per-Step LoRANFE=22026.06 | — | — | — | — | — | — | — | — | 50.96 | |
| Z-Image Turbo++ w/ Shared WeightNFE=22026.06 | — | — | — | — | — | — | — | — | 50.67 | |
| Z-Image Turbo++ w/o Step-1 LossNFE=22026.06 | — | — | — | — | — | — | — | — | 50.16 | |
| Z-Image-TurboNFE=22026.06 | — | — | — | — | — | — | — | — | 50.94 | |
| Z-Image-TurboNFE=82026.06 | — | — | — | — | — | — | — | — | 52.84 |