Image Reconstruction on ImageNet 256x256 class-conditional
0.27rFIDLDM-4-G
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDM-4-GGen Type=Diff., Number of Parameters=400M, Diff./FM (D)=true2026.05 | 0.27 | — | |
| LightningDiTGen Type=Diff., Number of Parameters=675M, Semantic/VFM (S)=true, Diff./FM (D)=true2026.05 | 0.28 | — | |
| DiT-XL/2Gen Type=Diff., Number of Parameters=675M, Diff./FM (D)=true2026.05 | 0.62 | — | |
| ImageFolderGen Type=VAR, Number of Parameters=362M, Semantic/VFM (S)=true, Dropout (T)=true2026.05 | 0.8 | — | |
| GigaTok-B-LGen Type=AR, Number of Parameters=111M, Semantic/VFM (S)=true2026.05 | 0.81 | 21.21 | |
| AliTok-BGen Type=AR, Number of Parameters=177M, Clustering (C)=true2026.05 | 0.86 | — | |
| AliTok-LGen Type=AR, Number of Parameters=318M, Clustering (C)=true2026.05 | 0.86 | — | |
| AliTok-XLGen Type=AR, Number of Parameters=662M, Clustering (C)=true2026.05 | 0.86 | — | |
| MAR-BGen Type=M+D, Number of Parameters=208M, Diff./FM (D)=true2026.05 | 0.87 | — | |
| MAR-HGen Type=M+D, Number of Parameters=943M, Diff./FM (D)=true2026.05 | 0.87 | — | |
| FlowAR-BGen Type=Flow+VAR, Number of Parameters=300M, Diff./FM (D)=true2026.05 | 0.87 | — | |
| VFMTok-LGen Type=AR, Number of Parameters=343M, Semantic/VFM (S)=true2026.05 | 0.89 | — | |
| LlamaGen-XLGen Type=AR, Number of Parameters=775M2026.05 | 0.94 | — | |
| LlamaGen-XXLGen Type=AR, Number of Parameters=1.4B2026.05 | 0.94 | — | |
| PAR-L-4xGen Type=PAR, Number of Parameters=343M2026.05 | 0.94 | — | |
| VCQ L-BGen Type=AR, Number of Parameters=115M2026.05 | 0.96 | 19.71 | |
| VCQ L-LGen Type=AR, Number of Parameters=343M2026.05 | 0.96 | 19.71 | |
| VCQ L-XLGen Type=AR, Number of Parameters=684M2026.05 | 0.96 | 19.71 | |
| DetailFlow-16Gen Type=PAR, Number of Parameters=326M2026.05 | 1.22 | 19.05 | |
| ResTokGen Type=HAR, Number of Parameters=326M, Semantic/VFM (S)=true, Dropout (T)=true2026.05 | 1.28 | — | |
| TiTok-S-128Gen Type=Mask., Number of Parameters=287M2026.05 | 1.71 | — | |
| TiTok-L-32Gen Type=Mask., Number of Parameters=177M2026.05 | 2.21 | — | |
| MaskGITGen Type=Mask., Number of Parameters=227M2026.05 | 2.28 | — | |
| VCQ B-BGen Type=AR, Number of Parameters=115M2026.05 | 2.77 | 20.02 | |
| VCQ B-LGen Type=AR, Number of Parameters=343M2026.05 | 2.77 | 20.02 | |
| VCQ B-XLGen Type=AR, Number of Parameters=684M2026.05 | 2.77 | 20.02 | |
| RQ-Trans.Gen Type=AR, Number of Parameters=3.8B2026.05 | 3.2 | — | |
| SpectralARGen Type=AR, Number of Parameters=310M2026.05 | 4.03 | — | |
| VQGANGen Type=AR, Number of Parameters=1.4B2026.05 | 4.98 | — |