Image Generation on ImageNet-256 (FID-50K)
1.37FIDRAE + Momentum Guidance
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RAE + Momentum GuidanceNFE=50, ω=12026.02 | 1.37 | 0.79 | 0.64 | — | |
| Momentum GuidanceNFE=64, ω=1.42026.02 | 1.38 | 0.8 | 0.63 | — | |
| Momentum GuidanceNFE=32, ω=1.42026.02 | 1.41 | 0.8 | 0.63 | — | |
| RAENFE=50, ω=12026.02 | 1.53 | 0.79 | 0.64 | — | |
| Momentum GuidanceNFE=16, ω=1.42026.02 | 1.55 | 0.8 | 0.64 | — | |
| Momentum GuidanceNFE=32, ω=1.62026.02 | 1.58 | 0.82 | 0.61 | — | |
| Momentum GuidanceNFE=64, ω=1.22026.02 | 1.6 | 0.81 | 0.62 | — | |
| Momentum GuidanceNFE=64, ω=1.62026.02 | 1.62 | 0.82 | 0.61 | — | |
| Momentum GuidanceNFE=16, ω=1.62026.02 | 1.64 | 0.82 | 0.61 | — | |
| Momentum GuidanceNFE=32, ω=1.22026.02 | 1.71 | 0.81 | 0.62 | — | |
| CFG++NFE=32, ω=0.32026.02 | 1.71 | 0.8 | 0.62 | — | |
| Momentum GuidanceNFE=16, ω=1.42026.02 | 1.85 | 0.82 | 0.6 | — | |
| ADGNFE=64, ω=1.22026.02 | 1.85 | 0.79 | 0.63 | — | |
| Momentum GuidanceNFE=32, ω=1.42026.02 | 1.9 | 0.84 | 0.59 | — | |
| Momentum GuidanceNFE=64, ω=1.42026.02 | 1.99 | 0.84 | 0.59 | — | |
| Momentum GuidanceNFE=16, ω=1.22026.02 | 2 | 0.8 | 0.61 | — | |
| ADGNFE=32, ω=1.42026.02 | 2 | 0.83 | 0.58 | — | |
| ADGNFE=64, ω=1.42026.02 | 2 | 0.84 | 0.59 | — | |
| ADGNFE=32, ω=1.22026.02 | 2.16 | 0.79 | 0.63 | — | |
| ADGNFE=16, ω=1.42026.02 | 2.32 | 0.83 | 0.57 | — | |
| CFG++NFE=16, ω=0.62026.02 | 2.62 | 0.84 | 0.57 | — | |
| ADGNFE=16, ω=1.22026.02 | 3.15 | 0.78 | 0.61 | — | |
| CFG++NFE=16, ω=0.42026.02 | 3.22 | 0.74 | 0.66 | — | |
| RAE + Momentum GuidanceNFE=50, ω=1.52026.02 | 3.28 | 0.86 | 0.58 | — | |
| CFG++NFE=64, ω=0.22026.02 | 3.39 | 0.84 | 0.57 | — | |
| RAENFE=50, ω=1.52026.02 | 3.72 | 0.87 | 0.55 | — | |
| FSF-DMDInitialization=Flow-map-initialized, M=2, Backbone=LightningDiT-B/12026.05 | 3.85 | — | — | 4,000 | |
| FSF-DMDInitialization=Flow-map-initialized, M=1, Backbone=LightningDiT-B/12026.05 | 3.96 | — | — | 3,000 | |
| CFG++NFE=32, ω=0.42026.02 | 4.1 | 0.85 | 0.55 | — | |
| DMD2Initialization=Flow-map-initialized, Backbone=LightningDiT-B/12026.05 | 4.18 | — | — | 15,000 | |
| DMD2 + IDA-style updateInitialization=Flow-map-initialized, Backbone=LightningDiT-B/12026.05 | 4.2 | — | — | 12,000 | |
| DMD2 + LCDInitialization=Flow-map-initialized, Backbone=LightningDiT-B/12026.05 | 4.67 | — | — | 54,000 | |
| Consistency distillationInitialization=Flow-map-initialized, Backbone=LightningDiT-B/12026.05 | 6.06 | — | — | 36,000 | |
| CFG++NFE=64, ω=0.32026.02 | 7.12 | 0.87 | 0.47 | — | |
| Teacher Velocity NetworkInitialization=Flow-map-initialized, Backbone=LightningDiT-B/12026.05 | 8.54 | — | — | — | |
| Pretrained Flow MapInitialization=Flow-map-initialized, Backbone=LightningDiT-B/12026.05 | 9.1 | — | — | — |