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Image Generation
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FFHQ 256 x 256
Image Generation on FFHQ 256 x 256
Metric: FID (lower is better)
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Model name (A→Z)
#
Model
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FID
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Extra Data
Paper
Date
↕
Code
1
StyleSAN-XL
1.68
No
SAN: Inducing Metrizability of GAN with Discrimi...
2023-01-30
Code
2
StyleNAT
2.05
No
StyleNAT: Giving Each Head a New Perspective
2022-11-10
Code
3
StyleNAT (Exposing)
2.11
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
4
StyleGAN-XL
2.19
No
StyleGAN-XL: Scaling StyleGAN to Large Diverse D...
2022-02-01
Code
5
StyleGAN-XL (Exposing)
2.26
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
6
PDM+CS
2.57
No
Compensation Sampling for Improved Convergence i...
2023-12-11
Code
7
HiT-L
2.58
No
Improved Transformer for High-Resolution GANs
2021-06-14
Code
8
Poly-INR
2.72
No
Polynomial Implicit Neural Representations For L...
2023-03-20
Code
9
R3GAN
2.75
No
The GAN is dead; long live the GAN! A Modern GAN...
2025-01-09
Code
10
StyleSwin
2.81
No
StyleSwin: Transformer-based GAN for High-resolu...
2021-12-20
Code
11
StyleSwin (Exposing)
2.89
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
12
HiT-B
2.95
No
Improved Transformer for High-Resolution GANs
2021-06-14
Code
13
HiT-S
3.06
No
Improved Transformer for High-Resolution GANs
2021-06-14
Code
14
InsGen
3.31
No
Data-Efficient Instance Generation from Instance...
2021-06-08
Code
15
Anycost GAN
3.35
No
Anycost GANs for Interactive Image Synthesis and...
2021-03-04
Code
16
CLR-GAN
3.37
No
-
-
Code
17
Projected-GAN (Official)
3.39
No
Projected GANs Converge Faster
2021-11-01
Code
18
InsGen (Exposing)
3.46
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
19
LeCAM (StyleGAN2 + ADA)
3.49
No
Regularizing Generative Adversarial Networks und...
2021-04-07
Code
20
StyleGAN2 + ADA
3.62
No
Training Generative Adversarial Networks with Li...
2020-06-11
Code
21
Projected-GAN (Exposing)
4.29
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
22
CIPS
4.38
No
Image Generators with Conditionally-Independent ...
2020-11-27
Code
23
LFM
4.55
No
Flow Matching in Latent Space
2023-07-17
Code
24
INR-GAN-bil
4.95
No
Adversarial Generation of Continuous Images
2020-11-24
Code
25
SWAGAN-Bi
5.22
No
SWAGAN: A Style-based Wavelet-driven Generative ...
2021-02-11
Code
26
StyleGAN2-ada (Exposing)
5.3
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
27
UDM (RVE) + ST
5.54
No
Soft Truncation: A Universal Training Technique ...
2021-06-10
Code
28
Unleashing Transformers
6.11
No
Unleashing Transformers: Parallel Token Predicti...
2021-11-24
Code
29
CIPS-3D
6.97
No
CIPS-3D: A 3D-Aware Generator of GANs Based on C...
2021-10-19
Code
30
GANFormer
7.42
No
Generative Adversarial Transformers
2021-03-01
Code
31
U-Net GAN
7.48
No
A U-Net Based Discriminator for Generative Adver...
2020-02-28
Code
32
GANFormer2
7.77
No
-
-
Code
33
StyleNeRF
8
No
CIPS-3D: A 3D-Aware Generator of GANs Based on C...
2021-10-19
Code
34
LDM (Exposing)
8.11
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
35
LDM
8.11
No
-
-
-
36
Unleash-Trans (Exposing)
9.02
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
37
VQGAN+Transformer
9.6
No
Taming Transformers for High-Resolution Image Sy...
2020-12-17
Code
38
BigGAN
11.48
No
A U-Net Based Discriminator for Generative Adver...
2020-02-28
Code
39
VE (erel=0.01)
15.67
No
Gotta Go Fast When Generating Data with Score-Ba...
2021-05-28
Code
40
VE (erel=0.02)
15.67
No
Gotta Go Fast When Generating Data with Score-Ba...
2021-05-28
Code
41
pi-GAN
34.56
No
CIPS-3D: A 3D-Aware Generator of GANs Based on C...
2021-10-19
Code
42
Efficient-vdVAE (Exposing)
34.88
No
Exposing flaws of generative model evaluation me...
2023-06-07
Code
43
Efficient-VDVAE
34.88
No
Efficient-VDVAE: Less is more
2022-03-25
Code
44
GIRAFFE
63.33
No
CIPS-3D: A 3D-Aware Generator of GANs Based on C...
2021-10-19
Code
#1
StyleSAN-XL
SOTA
1.68
FID
· 2023-01-30
SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer
Code
#2
StyleNAT
SOTA
2.05
FID
· 2022-11-10
StyleNAT: Giving Each Head a New Perspective
Code
#3
StyleNAT (Exposing)
2.11
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#4
StyleGAN-XL
SOTA
2.19
FID
· 2022-02-01
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
Code
#5
StyleGAN-XL (Exposing)
2.26
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#6
PDM+CS
2.57
FID
· 2023-12-11
Compensation Sampling for Improved Convergence in Diffusion Models
Code
#7
HiT-L
SOTA
2.58
FID
· 2021-06-14
Improved Transformer for High-Resolution GANs
Code
#8
Poly-INR
2.72
FID
· 2023-03-20
Polynomial Implicit Neural Representations For Large Diverse Datasets
Code
#9
R3GAN
2.75
FID
· 2025-01-09
The GAN is dead; long live the GAN! A Modern GAN Baseline
Code
#10
StyleSwin
2.81
FID
· 2021-12-20
StyleSwin: Transformer-based GAN for High-resolution Image Generation
Code
#11
StyleSwin (Exposing)
2.89
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#12
HiT-B
SOTA
2.95
FID
· 2021-06-14
Improved Transformer for High-Resolution GANs
Code
#13
HiT-S
SOTA
3.06
FID
· 2021-06-14
Improved Transformer for High-Resolution GANs
Code
#14
InsGen
SOTA
3.31
FID
· 2021-06-08
Data-Efficient Instance Generation from Instance Discrimination
Code
#15
Anycost GAN
SOTA
3.35
FID
· 2021-03-04
Anycost GANs for Interactive Image Synthesis and Editing
Code
#16
CLR-GAN
3.37
FID
No paper
Code
#17
Projected-GAN (Official)
3.39
FID
· 2021-11-01
Projected GANs Converge Faster
Code
#18
InsGen (Exposing)
3.46
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#19
LeCAM (StyleGAN2 + ADA)
3.49
FID
· 2021-04-07
Regularizing Generative Adversarial Networks under Limited Data
Code
#20
StyleGAN2 + ADA
SOTA
3.62
FID
· 2020-06-11
Training Generative Adversarial Networks with Limited Data
Code
#21
Projected-GAN (Exposing)
4.29
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#22
CIPS
4.38
FID
· 2020-11-27
Image Generators with Conditionally-Independent Pixel Synthesis
Code
#23
LFM
4.55
FID
· 2023-07-17
Flow Matching in Latent Space
Code
#24
INR-GAN-bil
4.95
FID
· 2020-11-24
Adversarial Generation of Continuous Images
Code
#25
SWAGAN-Bi
5.22
FID
· 2021-02-11
SWAGAN: A Style-based Wavelet-driven Generative Model
Code
#26
StyleGAN2-ada (Exposing)
5.3
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#27
UDM (RVE) + ST
5.54
FID
· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation
Code
#28
Unleashing Transformers
6.11
FID
· 2021-11-24
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes
Code
#29
CIPS-3D
6.97
FID
· 2021-10-19
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis
Code
#30
GANFormer
7.42
FID
· 2021-03-01
Generative Adversarial Transformers
Code
#31
U-Net GAN
SOTA
7.48
FID
· 2020-02-28
A U-Net Based Discriminator for Generative Adversarial Networks
Code
#32
GANFormer2
7.77
FID
No paper
Code
#33
StyleNeRF
8
FID
· 2021-10-19
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis
Code
#34
LDM (Exposing)
8.11
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#35
LDM
8.11
FID
No paper
#36
Unleash-Trans (Exposing)
9.02
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#37
VQGAN+Transformer
9.6
FID
· 2020-12-17
Taming Transformers for High-Resolution Image Synthesis
Code
#38
BigGAN
SOTA
11.48
FID
· 2020-02-28
A U-Net Based Discriminator for Generative Adversarial Networks
Code
#39
VE (erel=0.01)
15.67
FID
· 2021-05-28
Gotta Go Fast When Generating Data with Score-Based Models
Code
#40
VE (erel=0.02)
15.67
FID
· 2021-05-28
Gotta Go Fast When Generating Data with Score-Based Models
Code
#41
pi-GAN
34.56
FID
· 2021-10-19
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis
Code
#42
Efficient-vdVAE (Exposing)
34.88
FID
· 2023-06-07
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Code
#43
Efficient-VDVAE
34.88
FID
· 2022-03-25
Efficient-VDVAE: Less is more
Code
#44
GIRAFFE
63.33
FID
· 2021-10-19
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis
Code