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Models/StyleGAN2

StyleGAN2

Reported on 21 benchmarks across 2 tasks · 3 papers · 15 SOTA

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

Medical21 results

Image GenerationonAFHQV2
FID· 2021-06-23
4.62
best: 3.95 (Polarity-StyleGAN3)
SOTA
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonFFHQ-U
FID· 2021-06-23
5.14
best: 3.66 (Alias-Free-R)
SOTA
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonMetFaces-U
FID· 2021-06-23
18.98
best: 18.75 (Alias-Free-R)
SOTA
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonCLEVR
FID-5k-training-steps· 2021-03-01
16.0534
best: 0.89 (Projected GAN)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonFFHQ
Clean-FID (70k)· 2021-03-01
2.98
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonFFHQ
FID-10k-training-steps· 2021-03-01
10.8309
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonCityscapes
FID-10k-training-steps· 2021-03-01
8.35
best: 3.41 (Projected GAN)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonLSUN Bedroom 256 x 256
FID-10k-training-steps· 2021-03-01
11.5255
best: 1.52 (Projected GAN)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonLSUN Car 256 x 256
FID· 2019-12-03
2.32
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonLSUN Cat 256 x 256
FID· 2019-12-03
6.93
best: 3.87 (Vision-aided GAN)
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonLSUN Horse 256 x 256
FID· 2019-12-03
3.43
best: 2.15 (Vision-aided GAN)
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonFFHQ
FID· 2019-12-03
2.84
best: 2.77 (Anycost GAN)
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonFFHQ 1024 x 1024
FID· 2019-12-03
2.84
best: 1.61 (StyleSAN-XL)
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonLSUN Car 512 x 384
FID· 2019-12-03
2.32
best: 2.27 (Polarity-StyleGAN2)
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonLSUN Churches 256 x 256
FID· 2019-12-03
3.86
best: 1.59 (Projected GAN)
SOTA
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958
Image GenerationonAFHQV2
EQ-R· 2021-06-23
11.5
best: 40.34 (Alias-Free-R)
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonAFHQV2
EQ-T· 2021-06-23
13.83
best: 64.89 (Alias-Free-R)
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonMetFaces-U
EQ-R· 2021-06-23
13.19
best: 48.57 (Alias-Free-R)
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonMetFaces-U
EQ-T· 2021-06-23
18.77
best: 66.34 (Alias-Free-R)
Alias-Free Generative Adversarial Networks arXiv:2106.12423
Image GenerationonFFHQ
Clean-FID (70k)· 2021-03-01
2.98
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonArtBench-10 (32x32)
FID· 2019-12-03
4.491
best: 2.625 (StyleGAN2 + ADA)
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958

Computer Vision1 result

Conditional Image GenerationonArtBench-10 (32x32)
FID· 2019-12-03
4.491
best: 2.625 (StyleGAN2 + ADA)
Analyzing and Improving the Image Quality of StyleGAN arXiv:1912.04958