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ResearchFormerly WizWand

Class-unconditional Image Generation on ImageNet 256x256

1.67FIDVQ only
-0.850816.164633.1850.1954Oct 16, 2024Jan 28, 2025May 12, 2025Aug 24, 2025Dec 6, 2025Mar 20, 2026Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
VQ onlyType=validation data2024.101.67175.56——
DiGIT + VQType=validation data2024.101.92184.4——
RCG-GBackbone=MAGE-L, Epochs=800, Params=502M2025.122.15253.4——
SFDEpochs=200, Params=675M, AutoGuidance (AG)=true2025.122.9148.5——
RCGBackbone=MAGE-L, Epochs=800, Params=502M2025.123.44186.9——
SFDEpochs=80, Params=675M, AutoGuidance (AG)=true2025.123.77127.9——
DIGIT (+VQGAN)Type=AR, #Param=732M, #Epoch=2002024.104.59141.29——
RCGBackbone=DiT-XL/2, Epochs=400, Params=675M2025.124.89143.2——
RAEEpochs=200, Params=839M, AutoGuidance (AG)=true2025.124.96123.1——
Latent-CFM (pretrained)# Params.=675.2M, Solver=SDE (Euler-Maruyama)2025.055.955———
Latent-CFM (pretrained)# Params.=675.2M, Solver=ODE (adaptive dopri5)2025.056.076———
I-CFM# Params.=675.1M, Solver=SDE (Euler-Maruyama)2025.056.745———
I-CFM# Params.=675.1M, Solver=ODE (adaptive dopri5)2025.056.893———
SFDEpochs=200, Params=675M, AutoGuidance (AG)=false2025.128.4689.9——
DIGIT (+MaskGIT)Type=MIM, #Param=219M, #Epoch=2002024.109.0475.04——
MAGEType=MIM, #Param=463M, #Epoch=16002024.109.1105.1——
DIGIT (+VQGAN)Type=AR, #Param=219M, #Epoch=4002024.109.1373.85——
DiT-XL/2 + DGType=Uncond, DG=True, Backbone=DiT-XL/22026.079.68122.226667
SFDEpochs=80, Params=675M, AutoGuidance (AG)=false2025.1210.2478.5——
GIVTType=AR, #Param=1.67B, #Epoch=5002024.1011.02———
MAGEType=MIM, #Param=200M, #Epoch=16002024.1011.181.17——
DiT-XL/2Type=Uncond, DG=False, Backbone=DiT-XL/22026.0716.95105.646176
GIVTType=AR, #Param=304M, #Epoch=5002024.1017.7———
MaskGITType=MIM, #Param=227M, #Epoch=3002024.1020.742.08——
ReDiEpochs=80, Params=675M, Representation Guidance (RG)=true2025.1222.6———
VQGANType=AR, #Param=214M, #Epoch=2002024.1024.3830.93——
ReDiEpochs=80, Params=675M2025.1225.1———
ADMType=Diff., #Param=554M2024.1026.239.7——
DiT-XLEpochs=400, Params=675M2025.1230.6832.7——
BigGANType=GAN, #Param=70M2024.1038.624.7——
LDMType=Diff., #Param=395M2024.1039.122.83——
NoiseRaterStep=+80k, Model Backbone=DiT-S/22026.0559.95———
NoiseRaterStep=+60k, Model Backbone=DiT-S/22026.0560.37———
Naive (max)Step=+80k, Model Backbone=DiT-S/22026.0560.82———
NoiseRaterStep=+40k, Model Backbone=DiT-S/22026.0561.03———
Naive (max)Step=+60k, Model Backbone=DiT-S/22026.0561.41———
VanillaStep=+80k, Model Backbone=DiT-S/22026.0561.56———
NoiseRaterStep=+20k, Model Backbone=DiT-S/22026.0561.87———
Naive (max)Step=+40k, Model Backbone=DiT-S/22026.0562———
VanillaStep=+60k, Model Backbone=DiT-S/22026.0562.03———
Naive (max)Step=+20k, Model Backbone=DiT-S/22026.0562.65———
VanillaStep=+40k, Model Backbone=DiT-S/22026.0562.78———
VanillaStep=+20k, Model Backbone=DiT-S/22026.0563.21———
Naive (min)Step=+80k, Model Backbone=DiT-S/22026.0563.31———
Naive (min)Step=+60k, Model Backbone=DiT-S/22026.0563.97———
Naive (min)Step=+40k, Model Backbone=DiT-S/22026.0564.5———
Naive (min)Step=+20k, Model Backbone=DiT-S/22026.0564.69———