Polarity-StyleGAN2

Reported on 4 benchmarks across 1 task · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical4 results

Image GenerationonLSUN Car 512 x 384
FID· 2022-03-03
2.27
SOTA
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values arXiv:2203.01993
Image GenerationonLSUN Cat 256 x 256
FID· 2022-03-03
6.34
best: 3.87 (Vision-aided GAN)
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values arXiv:2203.01993
Image GenerationonFFHQ 1024 x 1024
FID· 2022-03-03
2.57
best: 1.61 (StyleSAN-XL)
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values arXiv:2203.01993
Image GenerationonLSUN Churches 256 x 256
FID· 2022-03-03
3.92
best: 1.59 (Projected GAN)
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values arXiv:2203.01993