Image Generation on FFHQ 256 x 256

Metric: FID (lower is better)

LeaderboardDataset

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#	Model↕	FID▲	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

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