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ResearchFormerly WizWand

Image Generation on ImageNet 256x256 50k (test)

1.42FID (ImageNet 50k)SiT-XL/2+REPA
0.10728.968617.8326.6914Dec 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SiT-XL/2+REPAFamily=Diff/ Flow, Param.=675M, NFE=250x22025.121.42
MAR-HFamily=AR/Mask, Param.=943M, NFE=256x22025.121.55
VAR-d30Family=AR/Mask, Param.=2B, NFE=10x22025.121.92
SiT-XL/2Family=Diff/ Flow, Param.=675M, NFE=250x22025.122.06
DiT-XL/2Family=Diff/ Flow, Param.=675M, NFE=250x22025.122.27
StyleGAN-XLFamily=GAN, Param.=166M, NFE=12025.122.3
ESC+ (w/-class-consist.)Family=Shortcut, Param.=676M, NFE=12025.122.53
SimDiffFamily=Diff/ Flow, Param.=2B, NFE=512x22025.122.77
ESC (w/-class-consist.)Family=Shortcut, Param.=676M, NFE=12025.122.85
ESC (w/o-class-consist.)Family=Shortcut, Param.=676M, NFE=12025.122.92
MeanFlowFamily=Shortcut, Param.=676M, NFE=22025.122.93
MeanFlowFamily=Shortcut, Param.=676M, NFE=12025.123.43
GigaGANFamily=GAN, Param.=569M, NFE=12025.123.45
LDM-4-GFamily=Diff/ Flow, Param.=400M, NFE=250x22025.123.6
MaskGITFamily=AR/Mask, Param.=227M, NFE=82025.126.18
BigGANFamily=GAN, Param.=112M, NFE=12025.126.95
IMMFamily=Shortcut, Param.=675M, NFE=1x22025.127.77
SCDFamily=Shortcut, Param.=675M, NFE=12025.1210.6
ADMFamily=Diff/ Flow, Param.=554M, NFE=250x22025.1210.94
AR w/ VQGANFamily=AR/Mask, Param.=227M, NFE=10242025.1226.52
iCTFamily=Shortcut, Param.=675M, NFE=12025.1234.24