Image Generation on CIFAR-100

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	LeCAM (StyleGAN2 + ADA)	2.99	No	Regularizing Generative Adversarial Networks und...	2021-04-07	Code
2	DLSM	3.86	No	Denoising Likelihood Score Matching for Conditio...	2022-03-27	Code
3	FQ-GAN	7.15	No	Feature Quantization Improves GAN Training	2020-04-05	Code
4	TAC-GAN	7.22	No	Twin Auxiliary Classifiers GAN	2019-07-05	Code
5	TAC-GAN	7.22	No	Twin Auxiliary Classifiers GAN	2019-07-05	Code
6	MMD-PMish-NAS	7.68	No	-	-	Code
7	ADC-GAN	8.12	No	Conditional GANs with Auxiliary Discriminative C...	2021-07-21	Code
8	MMD-PMish-NAS (Compressed)	8.37	No	-	-	Code
9	aw-BigGAN	10.23	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
10	LeCAM (BigGAN + DA)	11.2	No	Regularizing Generative Adversarial Networks und...	2021-04-07	Code
11	aw-SN-GAN	14	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
12	MHingeGAN	17.3	No	cGANs with Multi-Hinge Loss	2019-12-09	Code
13	aw-AutoGAN	19	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
14	aw-SN-GAN	19.08	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
15		19.72	No	Negative Data Augmentation	2021-02-09	Code
16	MSGAN	19.74	No	Self-supervised GAN: Analysis and Improvement wi...	2019-11-16	Code

#1LeCAM (StyleGAN2 + ADA)SOTA
2.99
FID· 2021-04-07
Regularizing Generative Adversarial Networks under Limited Data Code
#2DLSM
3.86
FID· 2022-03-27
Denoising Likelihood Score Matching for Conditional Score-based Data Generation Code
#3FQ-GANSOTA
7.15
FID· 2020-04-05
Feature Quantization Improves GAN Training Code
#4TAC-GANSOTA
7.22
FID· 2019-07-05
Twin Auxiliary Classifiers GAN Code
#5TAC-GAN
7.22
FID· 2019-07-05
Twin Auxiliary Classifiers GAN Code
#6MMD-PMish-NAS
7.68
FID
No paperCode
#7ADC-GAN
8.12
FID· 2021-07-21
Conditional GANs with Auxiliary Discriminative Classifier Code
#8MMD-PMish-NAS (Compressed)
8.37
FID
No paperCode
#9aw-BigGAN
10.23
FID· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#10LeCAM (BigGAN + DA)
11.2
FID· 2021-04-07
Regularizing Generative Adversarial Networks under Limited Data Code
#11aw-SN-GAN
14
FID· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#12MHingeGAN
17.3
FID· 2019-12-09
cGANs with Multi-Hinge Loss Code
#13aw-AutoGAN
19
FID· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#14aw-SN-GAN
19.08
FID· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#15
19.72
FID· 2021-02-09
Negative Data Augmentation Code
#16MSGAN
19.74
FID· 2019-11-16
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Code