Few-shot image generation on Obama 100-shot
20.94FIDADA+CHAIN
Evaluation results
| Method | Links | |
|---|---|---|
| ADA+CHAINMA=true, PT=false, Backbone=StyleGAN22024.03 | 20.94 | |
| DA+CHAINMA=true, PT=false, Backbone=StyleGAN22024.03 | 22.87 | |
| AugSelfMA=true, PT=false, Backbone=StyleGAN22024.03 | 26 | |
| FakeCLRMA=true, PT=false, Backbone=StyleGAN22024.03 | 26.95 | |
| +CHAINMA=false, PT=false, Backbone=StyleGAN22024.03 | 28.72 | |
| KDDLGANMA=false, PT=true, Backbone=StyleGAN22024.03 | 29.38 | |
| GenCoMA=true, PT=false, Backbone=StyleGAN22024.03 | 32.21 | |
| InsGenMA=true, PT=false, Backbone=StyleGAN22024.03 | 32.42 | |
| LeCamMA=true, PT=false, Backbone=StyleGAN22024.03 | 33.16 | |
| MaskedGANMA=true, PT=false, Backbone=StyleGAN22024.03 | 33.78 | |
| TransferGANMA=false, PT=true, Backbone=StyleGAN22024.03 | 39.85 | |
| StyleGAN-ADA+DigGANResolution=256x256, Maximum training length=600k images, Regularization weight=1002022.11 | 41.34 | |
| ADA+DigGANMA=true, PT=false, Backbone=StyleGAN22024.03 | 41.34 | |
| FreezeDPre-training=Yes, Sparsity level=0.00%2021.02 | 41.87 | |
| ADAMA=true, PT=false, Backbone=StyleGAN22024.03 | 45.69 | |
| DAMA=true, PT=false, Backbone=StyleGAN22024.03 | 46.87 | |
| TransferGANPre-training=Yes, Sparsity level=0.00%2021.02 | 48.73 | |
| StyleGAN-ADAResolution=256x256, Maximum training length=600k images, Regularization weight=1002022.11 | 49.78 | |
| MineGANPre-training=Yes, Sparsity level=0.00%2021.02 | 50.63 | |
| Scale/shiftPre-training=Yes, Sparsity level=0.00%2021.02 | 50.72 | |
| StyleGAN-V2 Tickets + DiffAug + AdvAugPre-training=No, Sparsity level=48.80%2021.02 | 52.86 | |
| AdvAugMA=true, PT=false, Backbone=StyleGAN22024.03 | 52.86 | |
| StyleGAN-V2 + DiffAug + AdvAugPre-training=No, Sparsity level=0.00%2021.02 | 54.11 | |
| StyleGAN-V2 TicketsPre-training=No, Sparsity level=48.80%2021.02 | 73.92 | |
| StyleGAN2MA=false, PT=false, Backbone=StyleGAN22024.03 | 80.2 | |
| StyleGAN-V2Pre-training=No, Sparsity level=0.00%2021.02 | 89.18 |