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Image Generation on ImageNet 50K

2.27FIDDiT-XL/2
1.11048.937716.76524.5923Jun 8, 2025

Evaluation results

MethodLinks
DiT-XL/2#Params=675M, #Step=250, Time (s / img)=2.592, Rel. Time=452025.062.27278.28357
DiT-XL/2#Params=675M, #Step=250, Time (s / img)=2.592, Rel. Time=452025.062.27278.20.830.57
LDM-4-G#Params=400M, #Step=2502025.063.6247.7——
LDM-4-G#Params=400M, #Step=2502025.063.6247.7——
ViT-VQGAN#Params=1.7B, #Step=1024, Time (s / img)=1.382, Rel. Time=242025.064.17175.1——
ViT-VQGAN#Params=1.7B, #Step=1024, Time (s / img)=1.382, Rel. Time=242025.064.17175.1——
CDM#Step=81002025.064.88158.7——
CDM#Step=81002025.064.88158.7——
DiT-L/2#Params=458M, #Step=250, Time (s / img)=1.786, Rel. Time=312025.065.02167.27557
DiT-L/2#Params=458M, #Step=250, Time (s / img)=1.786, Rel. Time=312025.065.02167.20.750.57
LaTtE-Flow#Params=500M, #Step=40, Time (s / img)=0.052, Rel. Time=12025.065.79213.17869
LaTtE-Flow#Params=500M, #Step=40, Time (s / img)=0.052, Rel. Time=12025.065.79213.10.780.69
LaTtE-Flow Blend#Params=500M, #Step=40, Time (s / img)=0.061, Rel. Time=12025.066.03193.97768
Vanilla Blend#Params=2.0B, #Step=40, Time (s / img)=0.185, Rel. Time=42025.066.12193.77869
MaskGIT#Params=227M, #Step=8, Time (s / img)=0.029, Rel. Time=0.52025.066.18182.18051
MaskGIT#Params=227M, #Step=8, Time (s / img)=0.029, Rel. Time=0.52025.066.18182.10.80.51
Vanilla#Params=2.0B, #Step=40, Time (s / img)=0.158, Rel. Time=32025.066.33192.48067
Vanilla#Params=2.0B, #Step=40, Time (s / img)=0.158, Rel. Time=32025.066.33192.40.80.67
MAGE#Params=230M2025.066.93195.8——
MAGE#Params=230M2025.066.93195.8——
RQTran.#Params=3.8B, #Step=68, Time (s / img)=1.210, Rel. Time=212025.067.55134——
RQTran.#Params=3.8B, #Step=68, Time (s / img)=1.210, Rel. Time=212025.067.55134——
ADM#Params=554M, #Step=250, Time (s / img)=9.677, Rel. Time=1682025.0610.941016963
ADM#Params=554M, #Step=250, Time (s / img)=9.677, Rel. Time=1682025.0610.941010.690.63
VQGAN#Params=1.4B, #Step=256, Time (s / img)=1.382, Rel. Time=242025.0615.7874.3——
VQGAN#Params=1.4B, #Step=256, Time (s / img)=1.382, Rel. Time=242025.0615.7874.3——
VQGAN#Params=227M, #Step=256, Time (s / img)=1.094, Rel. Time=192025.0618.6580.47826
VQGAN (†)#Params=227M, #Step=256, Time (s / img)=1.094, Rel. Time=192025.0618.6580.40.780.26
Janus Pro#Params=1.5B, #Step=576, Time (s / img)=0.311, Rel. Time=62025.0623.68105.25849
Janus Pro#Params=1.5B, #Step=576, Time (s / img)=0.311, Rel. Time=62025.0623.68105.20.580.49
VQVAE-2#Params=13.5B, #Step=51202025.0631.11453657
VQVAE-2#Params=13.5B, #Step=51202025.0631.11450.360.57
Show-o#Params=1.3B, #Step=50, Time (s / img)=2.493, Rel. Time=482025.0631.2698.75569
Show-o#Params=1.3B, #Step=50, Time (s / img)=2.493, Rel. Time=482025.0631.2698.70.550.69