Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/StyleGAN

StyleGAN

Reported on 11 benchmarks across 3 tasks · 2 papers · 10 SOTA

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

Medical9 results

Medical Image GenerationonSLIVER07
FID· 2021-05-11
29.06
best: 4.62 (StyleGAN2 with DiffAugment)
SOTA
GANs for Medical Image Synthesis: An Empirical Study arXiv:2105.05318
Medical Image GenerationonACDC
FID· 2021-05-11
24.74
best: 21.17 (StyleGAN2-ADA)
SOTA
GANs for Medical Image Synthesis: An Empirical Study arXiv:2105.05318
Image GenerationonFFHQ
Clean-FID (70k)· 2018-12-12
4.77
best: 2.98 (StyleGAN2)
SOTA
A Style-Based Generator Architecture for Generative Adversarial Networks arXiv:1812.04948
Image GenerationonFFHQ
FID· 2018-12-12
4.42
best: 2.77 (Anycost GAN)
SOTA
A Style-Based Generator Architecture for Generative Adversarial Networks arXiv:1812.04948
Image GenerationonCelebA-HQ 1024x1024
FID· 2018-12-12
5.06
best: 4.43 (StyleSwin)
SOTA
A Style-Based Generator Architecture for Generative Adversarial Networks arXiv:1812.04948
Image GenerationonFFHQ 1024 x 1024
FID· 2018-12-12
4.4
best: 1.61 (StyleSAN-XL)
SOTA
A Style-Based Generator Architecture for Generative Adversarial Networks arXiv:1812.04948
Image GenerationonLSUN Bedroom
FID-50k· 2018-12-12
2.65
SOTA
A Style-Based Generator Architecture for Generative Adversarial Networks arXiv:1812.04948
Image GenerationonLSUN Churches 256 x 256
FID· 2018-12-12
4.21
best: 1.59 (Projected GAN)
SOTA
A Style-Based Generator Architecture for Generative Adversarial Networks arXiv:1812.04948
Image GenerationonLSUN Bedroom 256 x 256
FID
2.56
best: 1.43 (Diffusion ProjectedGAN)

Audio2 results

10-shot image generationonSLIVER07
FID· 2021-05-11
29.06
best: 4.62 (StyleGAN2 with DiffAugment)
SOTA
GANs for Medical Image Synthesis: An Empirical Study arXiv:2105.05318
10-shot image generationonACDC
FID· 2021-05-11
24.74
best: 21.17 (StyleGAN2-ADA)
SOTA
GANs for Medical Image Synthesis: An Empirical Study arXiv:2105.05318