Image Generation on STL-10

Metric: Inception score (higher is better)

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#	Model↕	Inception score▼	Extra Data	Paper	Date↕	Code
1	UNCSN++ (RVE) + ST	13.43	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
2	MMD-PMish-NAS (Compressed)	11.85	No	-	-	Code
3	MMD-PMish-NAS	11.79	No	-	-	Code
4	MMD-AdversarialNAS (Compressed Small)	11.66	No	-	-	Code
5	MMD-AdversarialNAS	11.6	No	-	-	Code
6	MMD-AdversarialNAS (Compressed Large)	11.28	No	-	-	Code
7	PGMGAN	11.16	No	Partition-Guided GANs	2021-04-02	Code
8	Styleformer	11.01	No	Styleformer: Transformer based Generative Advers...	2021-06-13	Code
9	EAGAN (G+D)	10.44	No	EAGAN: Efficient Two-stage Evolutionary Architec...	2021-11-30	Code
10	TransGAN	10.43	No	TransGAN: Two Pure Transformers Can Make One Str...	2021-02-14	Code
11	EAGAN (G)	10.02	No	EAGAN: Efficient Two-stage Evolutionary Architec...	2021-11-30	Code
12	DEGAS	9.71	No	DEGAS: Differentiable Efficient Generator Search	2019-12-02	-
13	aw-SN-GAN	9.61	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
14	aw-AutoGAN	9.59	No	Adaptive Weighted Discriminator for Training Gen...	2020-12-05	Code
15	E2GAN	9.51	No	Off-Policy Reinforcement Learning for Efficient ...	2020-07-17	Code
16	Improving MMD GAN	9.34	No	Improving MMD-GAN Training with Repulsive Loss F...	2018-12-24	Code
17	SNGAN-DCD (Latent)	9.33	No	Discriminator Contrastive Divergence: Semi-Amort...	2020-04-05	Code
18	SNGAN-DCD (Pixel)	9.25	No	Discriminator Contrastive Divergence: Semi-Amort...	2020-04-05	Code
19	AutoGAN	9.16	No	AutoGAN: Neural Architecture Search for Generati...	2019-08-11	Code
20	SN-GAN	9.1	No	Spectral Normalization for Generative Adversaria...	2018-02-16	Code
21	ProbGAN	8.87	No	-	-	Code
22	DC-VAE	8.1	No	Dual Contradistinctive Generative Autoencoder	2020-11-19	-
23	D2GAN	7.98	No	Dual Discriminator Generative Adversarial Nets	2017-09-12	Code
24	QSNGAN	4.987	No	Quaternion Generative Adversarial Networks	2021-04-19	Code

#1UNCSN++ (RVE) + STSOTA
13.43
Inception score· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation Code
#2MMD-PMish-NAS (Compressed)
11.85
Inception score
No paperCode
#3MMD-PMish-NAS
11.79
Inception score
No paperCode
#4MMD-AdversarialNAS (Compressed Small)
11.66
Inception score
No paperCode
#5MMD-AdversarialNAS
11.6
Inception score
No paperCode
#6MMD-AdversarialNAS (Compressed Large)
11.28
Inception score
No paperCode
#7PGMGANSOTA
11.16
Inception score· 2021-04-02
Partition-Guided GANs Code
#8Styleformer
11.01
Inception score· 2021-06-13
Styleformer: Transformer based Generative Adversarial Networks with Style Vector Code
#9EAGAN (G+D)
10.44
Inception score· 2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs Code
#10TransGANSOTA
10.43
Inception score· 2021-02-14
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Code
#11EAGAN (G)
10.02
Inception score· 2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs Code
#12DEGASSOTA
9.71
Inception score· 2019-12-02
DEGAS: Differentiable Efficient Generator Search
#13aw-SN-GAN
9.61
Inception score· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#14aw-AutoGAN
9.59
Inception score· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks Code
#15E2GAN
9.51
Inception score· 2020-07-17
Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search Code
#16Improving MMD GANSOTA
9.34
Inception score· 2018-12-24
Improving MMD-GAN Training with Repulsive Loss Function Code
#17SNGAN-DCD (Latent)
9.33
Inception score· 2020-04-05
Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator Code
#18SNGAN-DCD (Pixel)
9.25
Inception score· 2020-04-05
Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator Code
#19AutoGAN
9.16
Inception score· 2019-08-11
AutoGAN: Neural Architecture Search for Generative Adversarial Networks Code
#20SN-GANSOTA
9.1
Inception score· 2018-02-16
Spectral Normalization for Generative Adversarial Networks Code
#21ProbGAN
8.87
Inception score
No paperCode
#22DC-VAE
8.1
Inception score· 2020-11-19
Dual Contradistinctive Generative Autoencoder
#23D2GANSOTA
7.98
Inception score· 2017-09-12
Dual Discriminator Generative Adversarial Nets Code
#24QSNGAN
4.987
Inception score· 2021-04-19
Quaternion Generative Adversarial Networks Code