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Models/BigGAN-deep

BigGAN-deep

Reported on 6 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Medical5 results

Image GenerationonImageNet 128x128
FID· 2018-09-28
5.7
best: 1.26 (SiD2)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 128x128
IS· 2018-09-28
124.5
best: 190.5 (VDM++)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 256x256
FID· 2018-09-28
8.1
best: 1.06 (SiT-XL/2 + UCGM-S (E2E-VAE + 40 sampling steps + CFG))
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 128x128
Inception score· uses extra data· 2018-09-28
124.5
best: 262.85 (Omni-INR-GAN)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Image GenerationonImageNet 128x128
FID· uses extra data· 2018-09-28
5.7
best: 1.26 (SiD2)
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096

Computer Vision2 results

Conditional Image GenerationonImageNet 128x128
FID· uses extra data· 2018-09-28
5.7
best: 2.19 (EluCD_DDPM)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096
Conditional Image GenerationonImageNet 128x128
Inception score· uses extra data· 2018-09-28
124.5
best: 262.85 (Omni-INR-GAN)
SOTA
Large Scale GAN Training for High Fidelity Natural Image Synthesis arXiv:1809.11096