Class conditional image generation on CIFAR-100 (test)
8.94FIDReal data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Real data2018.02 | 8.94 | 14.79 | |
| aw-BigGANType=Conditional2020.12 | 10.23 | 11.22 | |
| BigGANType=Conditional, Reference=[4]2020.12 | 11.73 | 10.99 | |
| NDA (Stitching)Base Model=BigGAN, NDA Transformation=Stitching, lambda=0.52021.02 | 13.9 | — | |
| NDA (Cutmix)Base Model=BigGAN, NDA Transformation=Cutmix, lambda=0.52021.02 | 13.99 | — | |
| NDA (Jigsaw)Base Model=BigGAN, NDA Transformation=Jigsaw, lambda=0.52021.02 | 14.12 | — | |
| NDA (Cutout)Base Model=BigGAN, NDA Transformation=Cutout, lambda=0.52021.02 | 14.21 | — | |
| aw-SNGANType=Conditional2020.12 | 14.42 | 9.48 | |
| BigGANAugmentation=None, Base Model=BigGAN2021.02 | 15.04 | — | |
| NDA (Mixup)Base Model=BigGAN, NDA Transformation=Mixup, lambda=0.52021.02 | 15.27 | — | |
| SNGANType=Conditional, Reference=[41]2020.12 | 15.6 | 9.3 | |
| MHingeType=Conditional2020.12 | 17.3 | 14.36 | |
| ProjectionConditioning=Projection layer2018.02 | 23.2 | 9.04 | |
| cGANType=Conditional2020.12 | 23.2 | 9.04 | |
| hidden concatConditioning=Concatenation at hidden layer2018.02 | 24.8 | 8.82 | |
| AC-GAN2018.02 | 25.4 | 8.8 | |
| input concatConditioning=Concatenation at input layer2018.02 | 31.4 | 7.93 |