Class-Conditional Image Generation on ImageNet 256x256 (test val)
1.55FIDMAR-H
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MAR-HType=MAR, #Para.=943M2024.12 | 1.55 | — | 303.7 | 0.81 | 0.62 | |
| MAR-LType=MAR, #Para.=479M2024.12 | 1.78 | — | 296 | 0.81 | 0.6 | |
| MDT-XL/2-Gdynamic CFG=true2023.09 | 1.79 | 4.57 | 283.01 | 81 | 61 | |
| DoD-XL-GStage=S2, cfg=3.5, Images=256M, Params=613M2024.10 | 1.83 | 5 | 263.69 | 0.77 | 0.65 | |
| RDMCFG=3.5, class balance=true2023.09 | 1.87 | 3.97 | 278.75 | 81 | 59 | |
| VAR-d30Type=VAR, #Para.=2.0B2024.12 | 1.92 | — | 323.1 | 0.82 | 0.59 | |
| Flag-DiT-GImages=256M, Params=4.23B2024.10 | 1.96 | 4.43 | 284.8 | 0.82 | 0.61 | |
| RDMCFG=3.52023.09 | 1.99 | 3.99 | 260.45 | 81 | 58 | |
| Efficient-DiT-Gcfg=1.5, Images=675M, Params=3.01B2024.10 | 2.01 | 4.49 | 271.04 | 0.82 | 0.6 | |
| IBQ-XXLType=Vanilla AR, #Para.=2.1B2024.12 | 2.05 | — | 286.73 | 0.83 | 0.57 | |
| VAR-d24Type=VAR, #Para.=1.0B2024.12 | 2.09 | — | 312.9 | 0.82 | 0.59 | |
| IBQ-XLType=Vanilla AR, #Para.=1.1B2024.12 | 2.14 | — | 278.99 | 0.83 | 0.56 | |
| SiT-XL-Gcfg=1.5, Images=1792M, Params=675M2024.10 | 2.15 | 4.5 | 258.09 | 0.81 | 0.6 | |
| FiTv2-3B-Gcfg=1.5, Images=256M, Params=3B2024.10 | 2.15 | 4.49 | 276.32 | 0.82 | 0.59 | |
| LlamaGen-3B (upsampled)Type=Vanilla AR, #Para.=3.1B, Note=Generated at 384x384, resized to 256x2562024.12 | 2.18 | — | 263.33 | 0.81 | 0.58 | |
| MDT-XL/2-GCFG=1.3252023.09 | 2.26 | 4.28 | 246.06 | 81 | 59 | |
| FiTv2-XL-Gcfg=1.5, Images=512M, Params=671M2024.10 | 2.26 | 4.53 | 260.95 | 0.81 | 0.59 | |
| DiT-XL/2-GCFG=1.52023.09 | 2.27 | 4.6 | 278.24 | 83 | 57 | |
| DiT-XL-Gcfg=1.5, Images=1792M, Params=675M2024.10 | 2.27 | 4.6 | 278.24 | 0.83 | 0.57 | |
| DiT-XL/2Type=Diffusion, #Para.=675M2024.12 | 2.27 | — | 278.2 | 0.83 | 0.57 | |
| StyleGAN-XL2023.09 | 2.3 | 4.02 | 265.12 | 78 | 53 | |
| StyleGAN-XL2024.10 | 2.3 | 4.02 | 265.12 | 0.78 | 0.53 | |
| MAR-BType=MAR, #Para.=208M2024.12 | 2.31 | — | 281.7 | 0.82 | 0.57 | |
| Open-MAGVIT2-XLType=Vanilla AR, #Para.=1.5B2024.12 | 2.33 | — | 271.77 | 0.84 | 0.54 | |
| DoD-XL-GStage=S2, cfg=3.5, Images=102.4M, Params=613M2024.10 | 2.34 | 5 | 228.42 | 0.78 | 0.61 | |
| LlamaGen-XXL (upsampled)Type=Vanilla AR, #Para.=1.4B, Note=Generated at 384x384, resized to 256x2562024.12 | 2.34 | — | 253.9 | 0.8 | 0.59 | |
| U-ViT-H-Gcfg=1.4, Images=512M, Params=501M2024.10 | 2.35 | 5.68 | 265.02 | 0.82 | 0.57 | |
| IBQ-LType=Vanilla AR, #Para.=649M2024.12 | 2.45 | — | 267.48 | 0.83 | 0.52 | |
| Open-MAGVIT2-LType=Vanilla AR, #Para.=804M2024.12 | 2.51 | — | 271.7 | 0.84 | 0.54 | |
| VAR-d20Type=VAR, #Para.=600M2024.12 | 2.57 | — | 302.6 | 0.83 | 0.56 | |
| LlamaGen-XL (upsampled)Type=Vanilla AR, #Para.=775M, Note=Generated at 384x384, resized to 256x2562024.12 | 2.62 | — | 244.08 | 0.8 | 0.57 | |
| IBQ-BType=Vanilla AR, #Para.=342M2024.12 | 2.88 | — | 254.73 | 0.84 | 0.51 | |
| ViT-VQGAN-reType=Vanilla AR, #Para.=1.7B2024.12 | 3.04 | — | 227.4 | — | — | |
| LlamaGen-3BType=Vanilla AR, #Para.=3.1B2024.12 | 3.06 | — | 279.72 | 0.84 | 0.53 | |
| LlamaGen-L (upsampled)Type=Vanilla AR, #Para.=343M, Note=Generated at 384x384, resized to 256x2562024.12 | 3.07 | — | 256.06 | 0.83 | 0.52 | |
| Open-MAGVIT2-BType=Vanilla AR, #Para.=343M2024.12 | 3.08 | — | 258.26 | 0.85 | 0.51 | |
| LlamaGen-XXLType=Vanilla AR, #Para.=1.4B2024.12 | 3.09 | — | 253.61 | 0.83 | 0.53 | |
| DoD-B-GStage=S2, cfg=5.5, Images=384M, Params=191M2024.10 | 3.15 | 5.74 | 248.48 | 0.82 | 0.54 | |
| VAR-d16Type=VAR, #Para.=310M2024.12 | 3.3 | — | 274.4 | 0.84 | 0.51 | |
| LlamaGen-XLType=Vanilla AR, #Para.=775M2024.12 | 3.39 | — | 227.08 | 0.81 | 0.54 | |
| DoD-B-GStage=S2, cfg=5.5, Images=256M, Params=191M2024.10 | 3.42 | 5.65 | 236.59 | 0.82 | 0.52 | |
| LDM-4-GCFG=1.52023.09 | 3.6 | — | 247.67 | 87 | 48 | |
| LDM-4-Gcfg=1.5, Images=214M, Params=395M2024.10 | 3.6 | 5.12 | 247.67 | 0.87 | 0.48 | |
| LDM-4Type=Diffusion, #Para.=400M2024.12 | 3.6 | — | 247.7 | — | — | |
| RQTran.-reType=Vanilla AR, #Para.=3.8B2024.12 | 3.8 | — | 323.7 | — | — | |
| LlamaGen-LType=Vanilla AR, #Para.=343M2024.12 | 3.8 | — | 248.28 | 0.83 | 0.51 | |
| ADM-U,G2023.09 | 3.94 | 6.14 | 215.84 | 83 | 53 | |
| ADM-G,UImages=507M, Params=673M2024.10 | 3.94 | 6.14 | 215.84 | 0.83 | 0.53 | |
| ViT-VQGANType=Vanilla AR, #Para.=1.7B2024.12 | 4.17 | — | 175.1 | — | — | |
| FiT-XL-Gcfg=1.5, Images=512M, Params=824M2024.10 | 4.21 | 10.01 | 254.87 | 0.84 | 0.51 | |
| CDM2023.09 | 4.88 | — | 158.71 | — | — | |
| CDM2024.10 | 4.88 | — | 158.71 | — | — | |
| CDMType=Diffusion2024.12 | 4.88 | — | 158.7 | — | — | |
| DoD-B-GStage=S2, cfg=5.5, Images=102.4M, Params=191M2024.10 | 4.93 | 5.61 | 187.14 | 0.81 | 0.48 | |
| VQGAN-reType=Vanilla AR, #Para.=1.4B2024.12 | 5.2 | — | 280.3 | — | — | |
| RDM2023.09 | 5.27 | 4.39 | 153.43 | 75 | 62 | |
| MaskGITImages=355M2024.10 | 6.18 | — | 182.1 | 0.8 | 0.51 | |
| MDT-XL/22023.09 | 6.23 | 5.23 | 143.02 | 71 | 65 | |
| BigGAN-deep2023.09 | 6.95 | 7.36 | 171.1 | 87 | 28 | |
| BigGAN-deep2024.10 | 6.95 | 7.36 | 171.4 | 0.87 | 0.28 | |
| BigGAN-deepTruncation=best FID2021.02 | 7 | — | — | — | — | |
| RQTran.Type=Vanilla AR, #Para.=3.8B2024.12 | 7.55 | — | 134 | — | — | |
| BigGANTruncation=best FID2021.02 | 7.7 | — | — | — | — | |
| Shortcut-XL/2NFE=4, Epochs=250, #Params=84M + 675M2025.10 | 7.8 | — | — | — | — | |
| IMMNFE=1, Epochs=6395, #Params=84M + 675M2025.10 | 8.05 | — | — | — | — | |
| EPG-L/16NFE=1, Epochs=560, #Params=540M2025.10 | 8.82 | — | — | — | — | |
| DiT-XL/22023.09 | 9.62 | 6.85 | 121.5 | 67 | 67 | |
| DoD-S-GStage=S2, cfg=5.5, Images=384M, Params=48M2024.10 | 9.71 | 6.16 | 123.63 | 0.75 | 0.49 | |
| LDM-42023.09 | 10.56 | — | 103.49 | 71 | 62 | |
| Shortcut-XL/2NFE=1, Epochs=250, #Params=84M + 675M2025.10 | 10.6 | — | — | — | — | |
| ADM2023.09 | 10.94 | 6.02 | 100.98 | 69 | 63 | |
| ADMType=Diffusion, #Para.=554M2024.12 | 10.94 | — | 101 | 0.69 | 0.63 | |
| DoD-S-GStage=S2, cfg=5.5, Images=256M, Params=48M2024.10 | 11.97 | 6.23 | 108.95 | 0.74 | 0.48 | |
| Improved DiffusionProcessing stages=two-stage2021.02 | 12.3 | — | — | — | — | |
| VQGANType=Vanilla AR, #Para.=1.4B2024.12 | 15.78 | — | 74.3 | — | — | |
| VQGANType=Vanilla AR, #Para.=227M2024.12 | 18.65 | — | 80.4 | 0.78 | 0.26 | |
| DoD-S-GStage=S2, cfg=5.5, Images=102.4M, Params=48M2024.10 | 19.7 | 8.08 | 74.94 | 0.67 | 0.48 | |
| iCT-XL/2NFE=2, #Params=84M + 675M2025.10 | 20.3 | — | — | — | — | |
| Improved DiffusionProcessing stages=single-stage2021.02 | 31.5 | — | — | — | — | |
| iCT-XL/2NFE=1, #Params=84M + 675M2025.10 | 34.24 | — | — | — | — | |
| VQ-VAE-2Processing stages=two-stage2021.02 | 38.1 | — | — | — | — |