Image Generation on FFHQ 1024 x 1024

Metric: FID (lower is better)

LeaderboardDataset

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	StyleSAN-XL	1.61	No	SAN: Inducing Metrizability of GAN with Discrimi...	2023-01-30	Code
2	StyleGAN-XL	2.02	No	StyleGAN-XL: Scaling StyleGAN to Large Diverse D...	2022-02-01	Code
3	Polarity-StyleGAN2	2.57	No	Polarity Sampling: Quality and Diversity Control...	2022-03-03	Code
4	MaGNET-StyleGAN2	2.66	No	MaGNET: Uniform Sampling from Deep Generative Ne...	2021-10-15	Code
5	StyleGAN3-T	2.79	No	Alias-Free Generative Adversarial Networks	2021-06-23	Code
6	Diffusion StyleGAN2	2.83	No	Diffusion-GAN: Training GANs with Diffusion	2022-06-05	Code
7	StyleGAN2	2.84	No	Analyzing and Improving the Image Quality of Sty...	2019-12-03	Code
8	StyleGAN3-R	3.07	No	Alias-Free Generative Adversarial Networks	2021-06-23	Code
9	FQ-GAN	3.19	No	Feature Quantization Improves GAN Training	2020-04-05	Code
10	StyleGAN2 ADA+bCR	3.62	No	Training Generative Adversarial Networks with Li...	2020-06-11	Code
11	SWAGAN-Bi	4.06	No	SWAGAN: A Style-based Wavelet-driven Generative ...	2021-02-11	Code
12	StyleNAT	4.17	No	StyleNAT: Giving Each Head a New Perspective	2022-11-10	Code
13	StyleGAN	4.4	No	A Style-Based Generator Architecture for Generat...	2018-12-12	Code
14	StyleSwin	5.07	No	StyleSwin: Transformer-based GAN for High-resolu...	2021-12-20	Code
15	MSG-StyleGAN	5.8	No	MSG-GAN: Multi-Scale Gradients for Generative Ad...	2019-03-14	Code
16	HiT-B	6.37	No	Improved Transformer for High-Resolution GANs	2021-06-14	Code
17	CIPS	10.07	No	Image Generators with Conditionally-Independent ...	2020-11-27	Code
18	StyleALAE	13.09	No	Adversarial Latent Autoencoders	2020-04-09	Code

#1StyleSAN-XLSOTA
1.61
FID· 2023-01-30
SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer Code
#2StyleGAN-XLSOTA
2.02
FID· 2022-02-01
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Code
#3Polarity-StyleGAN2
2.57
FID· 2022-03-03
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values Code
#4MaGNET-StyleGAN2SOTA
2.66
FID· 2021-10-15
MaGNET: Uniform Sampling from Deep Generative Network Manifolds Without Retraining Code
#5StyleGAN3-TSOTA
2.79
FID· 2021-06-23
Alias-Free Generative Adversarial Networks Code
#6Diffusion StyleGAN2
2.83
FID· 2022-06-05
Diffusion-GAN: Training GANs with Diffusion Code
#7StyleGAN2SOTA
2.84
FID· 2019-12-03
Analyzing and Improving the Image Quality of StyleGAN Code
#8StyleGAN3-R
3.07
FID· 2021-06-23
Alias-Free Generative Adversarial Networks Code
#9FQ-GAN
3.19
FID· 2020-04-05
Feature Quantization Improves GAN Training Code
#10StyleGAN2 ADA+bCR
3.62
FID· 2020-06-11
Training Generative Adversarial Networks with Limited Data Code
#11SWAGAN-Bi
4.06
FID· 2021-02-11
SWAGAN: A Style-based Wavelet-driven Generative Model Code
#12StyleNAT
4.17
FID· 2022-11-10
StyleNAT: Giving Each Head a New Perspective Code
#13StyleGANSOTA
4.4
FID· 2018-12-12
A Style-Based Generator Architecture for Generative Adversarial Networks Code
#14StyleSwin
5.07
FID· 2021-12-20
StyleSwin: Transformer-based GAN for High-resolution Image Generation Code
#15MSG-StyleGAN
5.8
FID· 2019-03-14
MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks Code
#16HiT-B
6.37
FID· 2021-06-14
Improved Transformer for High-Resolution GANs Code
#17CIPS
10.07
FID· 2020-11-27
Image Generators with Conditionally-Independent Pixel Synthesis Code
#18StyleALAE
13.09
FID· 2020-04-09
Adversarial Latent Autoencoders Code