Conditional Image Generation on CIFAR-10

Metric: FID (lower is better)

LeaderboardDataset

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	EDM-G++ (conditional)	1.64	No	Refining Generative Process with Discriminator G...	2022-11-28	Code
2	DLSM	2.25	No	Denoising Likelihood Score Matching for Conditio...	2022-03-27	Code
3	StyleGAN2 + DiffAugment + D2D-CE	2.26	No	Rebooting ACGAN: Auxiliary Classifier GANs with ...	2021-11-01	Code
4	StyleGAN2-ADA	2.42	No	Training Generative Adversarial Networks with Li...	2020-06-11	Code
5	MIX-MHingeGAN	3.6	No	Lessons Learned from the Training of GANs on Art...	2020-07-13	Code
6	FQ-GAN	5.34	No	Feature Quantization Improves GAN Training	2020-04-05	Code
7	ADC-GAN	5.66	No	Conditional GANs with Auxiliary Discriminative C...	2021-07-21	Code
8	aw-BigGAN	6.89	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
9	MHingeGAN	7.5	No	cGANs with Multi-Hinge Loss	2019-12-09	Code
10	aw-SN-GAN	8.03	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
11	NDA	9.42	No	Negative Data Augmentation	2021-02-09	Code
12	ContraGAN	10.3	No	ContraGAN: Contrastive Learning for Conditional ...	2020-06-23	Code
13	CR-BigGAN	11.67	No	Consistency Regularization for Generative Advers...	2019-10-26	-
14	BigGAN	14.73	No	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
15	Projection Discriminator	17.5	No	cGANs with Projection Discriminator	2018-02-15	Code
16	ProdPoly no activation functions	36.77	No	Deep Polynomial Neural Networks	2020-06-20	Code

#1EDM-G++ (conditional)SOTA
1.64
FID· 2022-11-28
Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models Code
#2DLSMSOTA
2.25
FID· 2022-03-27
Denoising Likelihood Score Matching for Conditional Score-based Data Generation Code
#3StyleGAN2 + DiffAugment + D2D-CESOTA
2.26
FID· 2021-11-01
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Code
#4StyleGAN2-ADASOTA
2.42
FID· 2020-06-11
Training Generative Adversarial Networks with Limited Data Code
#5MIX-MHingeGAN
3.6
FID· 2020-07-13
Lessons Learned from the Training of GANs on Artificial Datasets Code
#6FQ-GANSOTA
5.34
FID· 2020-04-05
Feature Quantization Improves GAN Training Code
#7ADC-GAN
5.66
FID· 2021-07-21
Conditional GANs with Auxiliary Discriminative Classifier Code
#8aw-BigGAN
6.89
FID· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#9MHingeGANSOTA
7.5
FID· 2019-12-09
cGANs with Multi-Hinge Loss Code
#10aw-SN-GAN
8.03
FID· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#11NDA
9.42
FID· 2021-02-09
Negative Data Augmentation Code
#12ContraGAN
10.3
FID· 2020-06-23
ContraGAN: Contrastive Learning for Conditional Image Generation Code
#13CR-BigGANSOTA
11.67
FID· 2019-10-26
Consistency Regularization for Generative Adversarial Networks
#14BigGANSOTA
14.73
FID· 2018-09-28
Large Scale GAN Training for High Fidelity Natural Image Synthesis Code
#15Projection DiscriminatorSOTA
17.5
FID· 2018-02-15
cGANs with Projection Discriminator Code
#16ProdPoly no activation functions
36.77
FID· 2020-06-20
Deep Polynomial Neural Networks Code