Few-shot image generation on Grumpy Cat 100-shot
17.57FIDDA+CHAIN
Evaluation Results
| Method | Links | |
|---|---|---|
| DA+CHAINMA=true, PT=false, Backbone=StyleGAN22024.03 | 17.57 | |
| ADA+CHAINMA=true, PT=false, Backbone=StyleGAN22024.03 | 17.61 | |
| GenCoMA=true, PT=false, Backbone=StyleGAN22024.03 | 17.79 | |
| FakeCLRMA=true, PT=false, Backbone=StyleGAN22024.03 | 19.56 | |
| KDDLGANMA=false, PT=true, Backbone=StyleGAN22024.03 | 19.65 | |
| AugSelfMA=true, PT=false, Backbone=StyleGAN22024.03 | 19.81 | |
| MaskedGANMA=true, PT=false, Backbone=StyleGAN22024.03 | 20.06 | |
| InsGenMA=true, PT=false, Backbone=StyleGAN22024.03 | 22.01 | |
| LeCamMA=true, PT=false, Backbone=StyleGAN22024.03 | 24.93 | |
| ADAMA=true, PT=false, Backbone=StyleGAN22024.03 | 26.62 | |
| StyleGAN-ADA+DigGANResolution=256x256, Maximum training length=600k images, Regularization weight=1002022.11 | 26.75 | |
| ADA+DigGANMA=true, PT=false, Backbone=StyleGAN22024.03 | 26.75 | |
| DAMA=true, PT=false, Backbone=StyleGAN22024.03 | 27.08 | |
| +CHAINMA=false, PT=false, Backbone=StyleGAN22024.03 | 27.21 | |
| StyleGAN-ADAResolution=256x256, Maximum training length=600k images, Regularization weight=1002022.11 | 27.34 | |
| TransferGANMA=false, PT=true, Backbone=StyleGAN22024.03 | 29.77 | |
| StyleGAN-V2 Tickets + DiffAug + AdvAugPre-training=No, Sparsity level=48.80%2021.02 | 31.02 | |
| AdvAugMA=true, PT=false, Backbone=StyleGAN22024.03 | 31.02 | |
| FreezeDPre-training=Yes, Sparsity level=0.00%2021.02 | 31.22 | |
| TransferGANPre-training=Yes, Sparsity level=0.00%2021.02 | 34.06 | |
| Scale/shiftPre-training=Yes, Sparsity level=0.00%2021.02 | 34.2 | |
| StyleGAN-V2 + DiffAug + AdvAugPre-training=No, Sparsity level=0.00%2021.02 | 35.46 | |
| MineGANPre-training=Yes, Sparsity level=0.00%2021.02 | 35.54 | |
| StyleGAN2MA=false, PT=false, Backbone=StyleGAN22024.03 | 48.9 | |
| StyleGAN-V2 TicketsPre-training=No, Sparsity level=48.80%2021.02 | 56.81 | |
| StyleGAN-V2Pre-training=No, Sparsity level=0.00%2021.02 | 61.97 |