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ResearchFormerly WizWand

Few-shot image generation on Grumpy Cat 100-shot

17.57FIDDA+CHAIN
15.79427.78239.7751.758Feb 28, 2021Sep 3, 2021Mar 10, 2022Sep 14, 2022Mar 21, 2023Sep 25, 2023Mar 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DA+CHAINMA=true, PT=false, Backbone=StyleGAN22024.0317.57
ADA+CHAINMA=true, PT=false, Backbone=StyleGAN22024.0317.61
GenCoMA=true, PT=false, Backbone=StyleGAN22024.0317.79
FakeCLRMA=true, PT=false, Backbone=StyleGAN22024.0319.56
KDDLGANMA=false, PT=true, Backbone=StyleGAN22024.0319.65
AugSelfMA=true, PT=false, Backbone=StyleGAN22024.0319.81
MaskedGANMA=true, PT=false, Backbone=StyleGAN22024.0320.06
InsGenMA=true, PT=false, Backbone=StyleGAN22024.0322.01
LeCamMA=true, PT=false, Backbone=StyleGAN22024.0324.93
ADAMA=true, PT=false, Backbone=StyleGAN22024.0326.62
StyleGAN-ADA+DigGANResolution=256x256, Maximum training length=600k images, Regularization weight=1002022.1126.75
ADA+DigGANMA=true, PT=false, Backbone=StyleGAN22024.0326.75
DAMA=true, PT=false, Backbone=StyleGAN22024.0327.08
+CHAINMA=false, PT=false, Backbone=StyleGAN22024.0327.21
StyleGAN-ADAResolution=256x256, Maximum training length=600k images, Regularization weight=1002022.1127.34
TransferGANMA=false, PT=true, Backbone=StyleGAN22024.0329.77
StyleGAN-V2 Tickets + DiffAug + AdvAugPre-training=No, Sparsity level=48.80%2021.0231.02
AdvAugMA=true, PT=false, Backbone=StyleGAN22024.0331.02
FreezeDPre-training=Yes, Sparsity level=0.00%2021.0231.22
TransferGANPre-training=Yes, Sparsity level=0.00%2021.0234.06
Scale/shiftPre-training=Yes, Sparsity level=0.00%2021.0234.2
StyleGAN-V2 + DiffAug + AdvAugPre-training=No, Sparsity level=0.00%2021.0235.46
MineGANPre-training=Yes, Sparsity level=0.00%2021.0235.54
StyleGAN2MA=false, PT=false, Backbone=StyleGAN22024.0348.9
StyleGAN-V2 TicketsPre-training=No, Sparsity level=48.80%2021.0256.81
StyleGAN-V2Pre-training=No, Sparsity level=0.00%2021.0261.97