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ResearchFormerly WizWand

Image Generation on FFHQ (test)

2.67FIDART-RL
-21.9832144.4259310.835477.2441Jun 14, 2021Mar 22, 2022Dec 28, 2022Oct 5, 2023Jul 12, 2024Apr 19, 2025Jan 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ART-RLNFE=352026.012.67
EDMNFE=352026.012.73
HiT-BResolution=256x2562021.062.95
StyleGAN2Resolution=256x2562021.063.83
ART-RLNFE=192026.014.31
CIPSResolution=256x2562021.064.38
StyleGAN2Resolution=1024x1024, bCR=false2021.064.41
RTlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.094.73
DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.095.11
EDMNFE=192026.015.26
STElearning rate=2.5·10−5, batch size=8, Codebook bits=102025.095.36
DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.095.61
SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.095.93
STElearning rate=2.5·10−5, batch size=8, Codebook bits=92025.096.01
EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.096.15
SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.096.21
HiT-BResolution=1024x1024, bCR=false2021.066.37
RTlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.096.52
EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.096.53
EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.096.57
DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.096.7
STElearning rate=2.5·10−5, batch size=8, Codebook bits=82025.096.74
RTlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.097.19
STElearning rate=2.5·10−5, batch size=8, Codebook bits=122025.097.31
STElearning rate=2.5·10−4, batch size=32, Codebook bits=102025.097.49
U-Net GANResolution=256x2562021.067.63
RTlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.097.86
SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.097.91
ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.097.97
SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.098.04
DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.098.22
DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.098.27
EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.098.35
SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.098.6
EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.098.65
STElearning rate=2.5·10−4, batch size=32, Codebook bits=92025.098.77
DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.098.97
EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.099
DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.099.23
RTlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.099.35
SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.099.41
INR-GANResolution=256x2562021.069.57
SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.099.74
CIPSResolution=1024x1024, bCR=false2021.0610.07
DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.0910.3
SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.0910.3
ART-RLNFE=132026.0111.08
VQGANResolution=256x2562021.0611.4
EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.0911.5
RTlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.0911.7
StyleALAEResolution=1024x1024, bCR=false2021.0613.09
RTlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.0914.2
EDMNFE=132026.0115.87
INR-GANResolution=1024x1024, bCR=false2021.0616.32
ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.0917
ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.0921.9
ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.0922.5
ART-RLNFE=92026.0135.73
ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.0936.8
ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.0954.4
EDMNFE=92026.0157.13
NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.0963.1
RTlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.0963.3
NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.0965.1
ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.0970.6
NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.0971.4
NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.0976
NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.0983.8
NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.0984
NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.0988.8
NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.0998
STElearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09273
ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09274
ART-RLNFE=32026.01305.97
STElearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09356
EDMNFE=32026.01466.76
EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09619