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ResearchFormerly WizWand

Image Synthesis on CIFAR-10

1.97FIDEDM
0.070412.892725.71538.5373Feb 28, 2023Apr 8, 2023May 17, 2023Jun 25, 2023Aug 3, 2023Sep 11, 2023Oct 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
EDMType=Uncondition, #Param=56M2023.101.97
NCSN++2023.032.2
DDPM++ cont.Type=Uncondition, #Param=62M2023.102.55
IDDPMType=Uncondition, #Param=53M2023.102.9
StyleGAN2-ADA2023.032.92
UViT-S/2Type=Uncondition, #Param=44M, Scaling=CS2023.102.98
UViT-S/2Type=Uncondition, #Param=44M, Scaling=LS2023.103.01
UNetType=Uncondition, #Param=36M, Scaling=CS2023.103.05
UNetType=Uncondition, #Param=36M, Scaling=LS2023.103.07
UViT-S/2Type=Uncondition, #Param=44M2023.103.11
UViT-S/2Type=Uncondition, #Param=44M, Scaling=1/√2-CS2023.103.11
UNetType=Uncondition, #Param=36M, Scaling=1/√2-CS2023.103.14
DDPM2023.033.17
UNetType=Uncondition, #Param=36M2023.103.17
ADAPT_strictArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.027.9
SDST-Balance-SETArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.028.01
SDST-Strong-SETArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.028.01
SDST-Balance-RigLArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.028.03
SDST-Strong-RigLArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.028.03
Dense BaselineArchitecture=BigGAN, Generator density=100%, Discriminator density=100%2023.028.11
SDST-Strong-RigLArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.028.35
ADAPT_strictArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.028.44
STATIC-BalanceArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.028.47
STATIC-StrongArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.028.47
SDST-Strong-SETArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.028.61
ADAPT_strictArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.028.64
SDST-Balance-RigLArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.028.86
SDST-Balance-SETArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.029.13
SDST-Strong-RigLArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.029.17
ADAPT_strictArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.029.29
SDST-Strong-SETArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.029.39
SDST-Balance-RigLArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.029.42
SDST-Balance-SETArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.029.87
SDST-Strong-RigLArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0210.11
STATIC-BalanceArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0210.33
Dense BaselineArchitecture=SNGAN, Generator density=100%, Discriminator density=100%2023.0210.74
STATIC-StrongArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0210.84
NCSNv22023.0310.87
SDST-Balance-SETArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0211.79
SDST-Strong-SETArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0211.79
SDST-Strong-SETArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0211.85
SDST-Strong-SETArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0211.98
ADAPT_strictArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0212.11
ADAPT_strictArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0212.2
SDST-Balance-RigLArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0212.28
SDST-Strong-RigLArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0212.28
SDST-Balance-SETArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0212.41
SDST-Balance-RigLArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0212.45
STATIC-BalanceArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0212.58
STATIC-StrongArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.0212.58
ADAPT_strictArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0212.73
SDST-Strong-SETArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0212.75
SDST-Strong-RigLArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0212.75
STATIC-BalanceArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0212.81
SDST-Strong-RigLArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0212.93
SDST-Balance-SETArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0213.21
STATIC-StrongArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0213.43
STATIC-StrongArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0213.48
SDST-Balance-RigLArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0214
ADAPT_strictArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0214.53
STATIC-BalanceArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.0215.05
SDST-Strong-RigLArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0215.19
SDST-Strong-SETArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0215.68
SDST-Balance-RigLArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0216.36
STATIC-StrongArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0216.69
STATIC-BalanceArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0216.98
SDST-Balance-SETArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0217.79
NK-CAGenerated dataset size=50000, Number of independent runs=52023.0318.27
STATIC-StrongArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0218.91
STATIC-BalanceArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.0219.04
GenViTType=Uncondition, #Param=11M2023.1020.2
STATIC-StrongArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0221.73
NCSN2023.0325.32
SDST-Balance-SETArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0226.23
STATIC-BalanceArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0226.75
SDST-Balance-RigLArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.0227.06
DenseFlow2023.0334.9
EBM2023.0338.2
PixelIQN2023.0349.46