Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values

Open paper
Benchmark Model Rank Results
image-generation-on-afhqv2Polarity-StyleGAN3#1FID: 3.95
image-generation-on-celeba-hq-1024x1024Polarity-ProGAN#6FID: 7.28
image-generation-on-ffhq-1024-x-1024Polarity-StyleGAN2#3FID: 2.57
image-generation-on-imagenet-256x256Polarity-BigGAN#83FID: 6.82
image-generation-on-lsun-cat-256-x-256Polarity-StyleGAN2#4FID: 6.34
image-generation-on-lsun-churches-256-x-256Polarity-StyleGAN2#10FID: 3.92

Rank counts only results with a code link.