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Models/StyleGAN2-ADA

StyleGAN2-ADA

Reported on 14 benchmarks across 4 tasks · 2 papers · 14 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· 2022-10-07
10.78
best: 4.62 (StyleGAN2 with DiffAugment)
SOTA
Evaluating the Performance of StyleGAN2-ADA on Medical Images arXiv:2210.03786
Medical Image GenerationonACDC
FID· 2022-10-07
21.17
SOTA
Evaluating the Performance of StyleGAN2-ADA on Medical Images arXiv:2210.03786
Medical Image GenerationonChestXray14 1024x1024
FID· 2022-10-07
3.52
SOTA
Evaluating the Performance of StyleGAN2-ADA on Medical Images arXiv:2210.03786
Image GenerationonAFHQ Wild
FID· 2020-06-11
3.05
best: 1.51 (Diffusion InsGen)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676
Image GenerationonAFHQ Dog
FID· 2020-06-11
7.41
best: 4.52 (Projected GAN)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676
Image GenerationonAFHQ Cat
FID· 2020-06-11
3.55
best: 2.16 (Projected GAN)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676
Image GenerationonPokemon 256x256
FID· 2020-06-11
40.38
best: 23.97 (StyleGAN-XL)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676
Image GenerationonCIFAR-10
FID· 2020-06-11
2.42
best: 1.22 (GMem)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676
Image GenerationonCIFAR-10
Inception score· 2020-06-11
10.14
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676

Audio3 results

10-shot image generationonSLIVER07
FID· 2022-10-07
10.78
best: 4.62 (StyleGAN2 with DiffAugment)
SOTA
Evaluating the Performance of StyleGAN2-ADA on Medical Images arXiv:2210.03786
10-shot image generationonACDC
FID· 2022-10-07
21.17
SOTA
Evaluating the Performance of StyleGAN2-ADA on Medical Images arXiv:2210.03786
10-shot image generationonChestXray14 1024x1024
FID· 2022-10-07
3.52
SOTA
Evaluating the Performance of StyleGAN2-ADA on Medical Images arXiv:2210.03786

Computer Vision2 results

Conditional Image GenerationonCIFAR-10
FID· 2020-06-11
2.42
best: 1.64 (EDM-G++ (conditional))
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676
Conditional Image GenerationonCIFAR-10
Inception score· 2020-06-11
10.14
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
SOTA
Training Generative Adversarial Networks with Limited Data arXiv:2006.06676