Image Generation on CIFAR-10

Metric: Inception score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Inception score▼	Extra Data	Paper	Date↕	Code
1	StyleGAN2 + DiffAugment + D2D-CE	10.51	No	Rebooting ACGAN: Auxiliary Classifier GANs with ...	2021-11-01	Code
2	MIX-MHingeGAN	10.21	No	Lessons Learned from the Training of GANs on Art...	2020-07-13	Code
3	StyleGAN2-ADA	10.14	No	Training Generative Adversarial Networks with Li...	2020-06-11	Code
4	DLSM	9.9	No	Denoising Likelihood Score Matching for Conditio...	2022-03-27	Code
5	MHingeGAN	9.58	No	cGANs with Multi-Hinge Loss	2019-12-09	Code
6	aw-BigGAN	9.52	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
7	BigGAN	9.22	No	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
8	aw-SN-GAN	9	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
9	Splitting GAN	8.87	No	Class-Splitting Generative Adversarial Networks	2017-09-21	Code
10	WGAN-GP	8.67	No	Improved Training of Wasserstein GANs	2017-03-31	Code
11	Projection Discriminator	8.62	No	cGANs with Projection Discriminator	2018-02-15	Code
12	SGAN	8.59	No	Stacked Generative Adversarial Networks	2016-12-13	Code
13	FQ-GAN	8.5	No	Feature Quantization Improves GAN Training	2020-04-05	Code
14	AC-GAN	8.25	No	Conditional Image Synthesis With Auxiliary Class...	2016-10-30	Code
15	Improved GAN	8.09	No	Improved Techniques for Training GANs	2016-06-10	Code
16	ProdPoly no activation functions	7.5	No	Deep Polynomial Neural Networks	2020-06-20	Code
17	LR-GAN	7.17	No	LR-GAN: Layered Recursive Generative Adversarial...	2017-03-05	Code
18	EGAN-Ent-VI	7.07	No	Calibrating Energy-based Generative Adversarial ...	2017-02-06	Code
19	DCGAN	6.58	No	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
20	SteinGAN	6.35	No	Learning to Draw Samples: With Application to Am...	2016-11-06	Code