Class-conditional Image Generation on ImageNet 256x256 (MSS, Vendi Score)
1.56FIDSoft-Di[M]O-MaskBit (+ train longer)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Soft-Di[M]O-MaskBit (+ train longer)Steps=1, Parameters=305M2025.09 | 1.56 | 81 | 60 | — | — | 273.2 | |
| MaskBitSteps=64, Parameters=305M2025.09 | 1.66 | 81 | 60 | — | — | 320 | |
| MAGVIT-v2Steps=64, Parameters=307M2025.09 | 1.78 | — | — | — | — | 319.4 | |
| Soft-Di[M]O-MaskBitSteps=1, Parameters=305M2025.09 | 1.96 | 84 | 55 | — | — | 281.4 | |
| MARSteps=100, Parameters=400M2025.09 | 1.98 | — | — | — | — | — | |
| SiT-XL/2Steps=250, Parameters=675M2025.09 | 2.06 | 83 | 59 | — | — | 277.5 | |
| LlamaGen-3BSteps=576, Parameters=3.1B2025.09 | 2.18 | 81 | 58 | — | — | 263.3 | |
| MeanFlow (+ train longer)Steps=2, Parameters=676M2025.09 | 2.2 | — | — | — | — | — | |
| DiT-XL/2Steps=250, Parameters=675M2025.09 | 2.27 | 83 | 57 | — | — | 278.2 | |
| U-ViT-HSteps=50, Parameters=501M2025.09 | 2.29 | 82 | 57 | — | — | 263.9 | |
| Di[M]O-MaskBitSteps=1, Parameters=305M2025.09 | 2.89 | 87 | 49 | — | — | 310.1 | |
| MeanFlowSteps=2, Parameters=676M2025.09 | 2.93 | — | — | — | — | — | |
| MeanFlowSteps=1, Parameters=676M2025.09 | 3.43 | — | — | — | — | — | |
| ADMSteps=250, Parameters=554M2025.09 | 4.59 | 82 | 52 | — | — | 186.7 | |
| Di[M]O-MaskGitSteps=1, Parameters=174M2025.09 | 6.91 | 83 | 38 | — | — | 214.1 | |
| LlamaGen-L-DDSteps=2, Parameters=326M2025.09 | 7.58 | 84 | 37 | — | — | 237.5 | |
| CADSSampler=CADS, Guidance Scale (wCFG)=52023.10 | 9.47 | 82 | 62 | 8 | 7.98 | — | |
| TJS-0.8NFE=33, gamma=0.82026.07 | 15.16 | — | — | — | — | — | |
| TJS-0.7NFE=29, gamma=0.72026.07 | 17.16 | — | — | — | — | — | |
| FullNFE=402026.07 | 17.52 | — | — | — | — | — | |
| iCTSteps=2, Parameters=675M2025.09 | 20.3 | — | — | — | — | — | |
| DDPMSampler=DDPM, Guidance Scale (wCFG)=52023.10 | 20.83 | 92 | 32 | 19 | 5.07 | — | |
| TJS-0.6NFE=25, gamma=0.62026.07 | 25.67 | — | — | — | — | — | |
| iCTSteps=1, Parameters=675M2025.09 | 34.24 | — | — | — | — | — | |
| TJS-0.5NFE=21, gamma=0.52026.07 | 44.91 | — | — | — | — | — | |
| TJS-0.3NFE=13, gamma=0.32026.07 | 273.87 | — | — | — | — | — |