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STL-10
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
#1
UNCSN++ (RVE) + ST
SOTA
13.43
Inception score
· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation
Code
#2
MMD-PMish-NAS (Compressed)
11.85
Inception score
No paper
Code
#3
MMD-PMish-NAS
11.79
Inception score
No paper
Code
#4
MMD-AdversarialNAS (Compressed Small)
11.66
Inception score
No paper
Code
#5
MMD-AdversarialNAS
11.6
Inception score
No paper
Code
#6
MMD-AdversarialNAS (Compressed Large)
11.28
Inception score
No paper
Code
#7
PGMGAN
SOTA
11.16
Inception score
· 2021-04-02
Partition-Guided GANs
Code
#8
Styleformer
11.01
Inception score
· 2021-06-13
Styleformer: Transformer based Generative Adversarial Networks with Style Vector
Code
#9
EAGAN (G+D)
10.44
Inception score
· 2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs
Code
#10
TransGAN
SOTA
10.43
Inception score
· 2021-02-14
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up
Code
#11
EAGAN (G)
10.02
Inception score
· 2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs
Code
#12
DEGAS
SOTA
9.71
Inception score
· 2019-12-02
DEGAS: Differentiable Efficient Generator Search
#13
aw-SN-GAN
9.61
Inception score
· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks
Code
#14
aw-AutoGAN
9.59
Inception score
· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks
Code
#15
E2GAN
9.51
Inception score
· 2020-07-17
Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search
Code
#16
Improving MMD GAN
SOTA
9.34
Inception score
· 2018-12-24
Improving MMD-GAN Training with Repulsive Loss Function
Code
#17
SNGAN-DCD (Latent)
9.33
Inception score
· 2020-04-05
Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator
Code
#18
SNGAN-DCD (Pixel)
9.25
Inception score
· 2020-04-05
Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator
Code
#19
AutoGAN
9.16
Inception score
· 2019-08-11
AutoGAN: Neural Architecture Search for Generative Adversarial Networks
Code
#20
SN-GAN
SOTA
9.1
Inception score
· 2018-02-16
Spectral Normalization for Generative Adversarial Networks
Code
#21
ProbGAN
8.87
Inception score
No paper
Code
#22
DC-VAE
8.1
Inception score
· 2020-11-19
Dual Contradistinctive Generative Autoencoder
#23
D2GAN
SOTA
7.98
Inception score
· 2017-09-12
Dual Discriminator Generative Adversarial Nets
Code
#24
QSNGAN
4.987
Inception score
· 2021-04-19
Quaternion Generative Adversarial Networks
Code