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Models/BigGAN

BigGAN

Reported on 15 benchmarks across 2 tasks · 2 papers · 10 SOTA

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

Medical10 results

Image GenerationonFFHQ 256 x 256
FID· 2020-02-28
11.48
best: 1.68 (StyleSAN-XL)
SOTA
A U-Net Based Discriminator for Generative Adversarial Networks arXiv:2002.12655
Image GenerationonCOCO-Animals
FID· 2020-02-28
16.37
best: 13.73 (U-Net GAN)
SOTA
A U-Net Based Discriminator for Generative Adversarial Networks arXiv:2002.12655
Image GenerationonCIFAR-10
IS· 2018-09-28
9.22
best: 9.67 (MDM-Prime)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 128x128
FID· 2018-09-28
8.7
best: 1.26 (SiD2)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonCIFAR-10
FID· 2018-09-28
14.73
best: 1.22 (GMem)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonCIFAR-10
Inception score· 2018-09-28
9.22
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonCOCO-Animals
IS· 2020-02-28
11.77
best: 12.29 (U-Net GAN)
A U-Net Based Discriminator for Generative Adversarial Networks arXiv:2002.12655
Image GenerationonImageNet 128x128
IS· 2018-09-28
98.8
best: 190.5 (VDM++)
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 128x128
FID· uses extra data· 2018-09-28
8.7
best: 1.26 (SiD2)
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 128x128
Inception score· uses extra data· 2018-09-28
98.8
best: 262.85 (Omni-INR-GAN)
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096

Computer Vision6 results

Conditional Image GenerationonCOCO-Animals
FID· 2020-02-28
16.37
best: 13.73 (U-Net GAN)
SOTA
A U-Net Based Discriminator for Generative Adversarial Networks arXiv:2002.12655
Conditional Image GenerationonCIFAR-10
FID· 2018-09-28
14.73
best: 1.64 (EDM-G++ (conditional))
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Conditional Image GenerationonCIFAR-10
Inception score· 2018-09-28
9.22
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Conditional Image GenerationonImageNet 128x128
FID· uses extra data· 2018-09-28
8.7
best: 2.19 (EluCD_DDPM)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Conditional Image GenerationonCOCO-Animals
IS· 2020-02-28
11.77
best: 12.29 (U-Net GAN)
A U-Net Based Discriminator for Generative Adversarial Networks arXiv:2002.12655
Conditional Image GenerationonImageNet 128x128
Inception score· uses extra data· 2018-09-28
98.8
best: 262.85 (Omni-INR-GAN)
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096