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Models/FQ-GAN

FQ-GAN

Reported on 23 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Medical11 results

Image GenerationonCIFAR-10
FID· 2020-04-05
5.34
best: 1.22 (GMem)
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonCIFAR-100
FID· 2020-04-05
7.15
best: 2.99 (LeCAM (StyleGAN2 + ADA))
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonImageNet 64x64
FID· 2020-04-05
9.67
best: 0.92 (SIMS)
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonImageNet 64x64
Inception score· 2020-04-05
25.96
best: 37.1 (SAGAN + instance selection)
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonFFHQ 1024 x 1024
FID· 2020-04-05
3.19
best: 1.61 (StyleSAN-XL)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image Generationonanime-to-selfie
Kernel Inception Distance· 2020-04-05
10.23
best: 11.52 (U-GAT-IT)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image Generationonselfie-to-anime
Kernel Inception Distance· 2020-04-05
11.4
best: 11.61 (U-GAT-IT)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonCIFAR-10
Inception score· 2020-04-05
8.5
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonCIFAR-100
Inception Score· 2020-04-05
9.74
best: 14.36 (MHingeGAN)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonImageNet 128x128
FID· 2020-04-05
13.77
best: 1.26 (SiD2)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image GenerationonImageNet 128x128
Inception score· 2020-04-05
54.36
best: 262.85 (Omni-INR-GAN)
Feature Quantization Improves GAN Training arXiv:2004.02088

Computer Vision10 results

Conditional Image GenerationonCIFAR-10
FID· 2020-04-05
5.34
best: 1.64 (EDM-G++ (conditional))
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonCIFAR-100
FID· 2020-04-05
7.15
best: 3.86 (DLSM)
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonImageNet 64x64
FID· 2020-04-05
9.67
best: 6.7 (IC-GAN + DA)
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonImageNet 64x64
Inception score· 2020-04-05
25.96
best: 37.1 (SAGAN + instance selection)
SOTA
Feature Quantization Improves GAN Training arXiv:2004.02088
Image-to-Image Translationonanime-to-selfie
Kernel Inception Distance· 2020-04-05
10.23
best: 11.52 (U-GAT-IT)
Feature Quantization Improves GAN Training arXiv:2004.02088
Image-to-Image Translationonselfie-to-anime
Kernel Inception Distance· 2020-04-05
11.4
best: 11.61 (U-GAT-IT)
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonCIFAR-10
Inception score· 2020-04-05
8.5
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonCIFAR-100
Inception Score· 2020-04-05
9.74
best: 14.36 (MHingeGAN)
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonImageNet 128x128
FID· 2020-04-05
13.77
best: 2.19 (EluCD_DDPM)
Feature Quantization Improves GAN Training arXiv:2004.02088
Conditional Image GenerationonImageNet 128x128
Inception score· 2020-04-05
54.36
best: 262.85 (Omni-INR-GAN)
Feature Quantization Improves GAN Training arXiv:2004.02088

Miscellaneous2 results

1 Image, 2*2 Stitchingonanime-to-selfie
Kernel Inception Distance· 2020-04-05
10.23
best: 11.52 (U-GAT-IT)
Feature Quantization Improves GAN Training arXiv:2004.02088
1 Image, 2*2 Stitchingonselfie-to-anime
Kernel Inception Distance· 2020-04-05
11.4
best: 11.61 (U-GAT-IT)
Feature Quantization Improves GAN Training arXiv:2004.02088