Image Generation on CelebA-HQ 1024x1024

Metric: FID (lower is better)

LeaderboardDataset

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	StyleSwin	4.43	No	StyleSwin: Transformer-based GAN for High-resolu...	2021-12-20	Code
2	StyleGAN	5.06	No	A Style-Based Generator Architecture for Generat...	2018-12-12	Code
3	PG-SWGAN	5.5	No	Sliced Wasserstein Generative Models	2019-04-10	Code
4	WaveDiff	5.98	No	Wavelet Diffusion Models are fast and scalable I...	2022-11-29	Code
5	MSG-StyleGAN	6.37	No	MSG-GAN: Multi-Scale Gradients for Generative Ad...	2019-03-14	Code
6	Polarity-ProGAN	7.28	No	Polarity Sampling: Quality and Diversity Control...	2022-03-03	Code
7	PGGAN	7.3	No	Progressive Growing of GANs for Improved Quality...	2017-10-27	Code
8	HiT-B	8.83	No	Improved Transformer for High-Resolution GANs	2021-06-14	Code
9	COCO-GAN	9.49	No	COCO-GAN: Generation by Parts via Conditional Co...	2019-03-30	Code

#1StyleSwinSOTA
4.43
FID· 2021-12-20
StyleSwin: Transformer-based GAN for High-resolution Image Generation Code
#2StyleGANSOTA
5.06
FID· 2018-12-12
A Style-Based Generator Architecture for Generative Adversarial Networks Code
#3PG-SWGAN
5.5
FID· 2019-04-10
Sliced Wasserstein Generative Models Code
#4WaveDiff
5.98
FID· 2022-11-29
Wavelet Diffusion Models are fast and scalable Image Generators Code
#5MSG-StyleGAN
6.37
FID· 2019-03-14
MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks Code
#6Polarity-ProGAN
7.28
FID· 2022-03-03
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values Code
#7PGGANSOTA
7.3
FID· 2017-10-27
Progressive Growing of GANs for Improved Quality, Stability, and Variation Code
#8HiT-B
8.83
FID· 2021-06-14
Improved Transformer for High-Resolution GANs Code
#9COCO-GAN
9.49
FID· 2019-03-30
COCO-GAN: Generation by Parts via Conditional Coordinating Code