Image Generation on LSUN Churches 256 x 256

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	Projected GAN	1.59	No	Projected GANs Converge Faster	2021-11-01	Code
2	Vision-aided GAN	1.72	No	Ensembling Off-the-shelf Models for GAN Training	2021-12-16	Code
3	Diffusion ProjectedGAN	1.85	No	Diffusion-GAN: Training GANs with Diffusion	2022-06-05	Code
4	Patch Diffusion	2.66	No	-	-	-
5	CIPS	2.92	No	Image Generators with Conditionally-Independent ...	2020-11-27	Code
6	StyleSwin	2.95	No	StyleSwin: Transformer-based GAN for High-resolu...	2021-12-20	Code
7	Diffusion StyleGAN2	3.17	No	Diffusion-GAN: Training GANs with Diffusion	2022-06-05	Code
8	StyleNAT	3.4	No	StyleNAT: Giving Each Head a New Perspective	2022-11-10	Code
9	CLR-GAN	3.43	No	-	-	Code
10	StyleGAN2	3.86	No	Analyzing and Improving the Image Quality of Sty...	2019-12-03	Code
11	Polarity-StyleGAN2	3.92	No	Polarity Sampling: Quality and Diversity Control...	2022-03-03	Code
12	TDPM+ (TTrunc=99)	3.98	No	Truncated Diffusion Probabilistic Models and Dif...	2022-02-19	Code
13	INR-GAN-bil	4.04	No	Adversarial Generation of Continuous Images	2020-11-24	Code
14	Unleashing Transformers	4.07	No	Unleashing Transformers: Parallel Token Predicti...	2021-11-24	Code
15	StyleGAN	4.21	No	A Style-Based Generator Architecture for Generat...	2018-12-12	Code
16	SWAGAN-Bi	4.97	No	SWAGAN: A Style-based Wavelet-driven Generative ...	2021-02-11	Code
17	WaveDiff	5.06	No	Wavelet Diffusion Models are fast and scalable I...	2022-11-29	Code
18	MSG-StyleGAN	5.2	No	MSG-GAN: Multi-Scale Gradients for Generative Ad...	2019-03-14	Code
19	DDGAN	5.25	No	Tackling the Generative Learning Trilemma with D...	2021-12-15	Code
20	LFM	5.54	No	Flow Matching in Latent Space	2023-07-17	Code
21	PGGAN	6.42	No	Progressive Growing of GANs for Improved Quality...	2017-10-27	Code
22	Denoising Diffusion Probabilistic Model	7.89	No	Denoising Diffusion Probabilistic Models	2020-06-19	Code
23	PNDM	8.69	No	Pseudo Numerical Methods for Diffusion Models on...	2022-02-20	Code
24	TransGAN	8.94	No	TransGAN: Two Pure Transformers Can Make One Str...	2021-02-14	Code
25	VE (erel=0.01)	26.46	No	Gotta Go Fast When Generating Data with Score-Ba...	2021-05-28	Code
26	VE (erel=0.02)	26.46	No	Gotta Go Fast When Generating Data with Score-Ba...	2021-05-28	Code

#1Projected GANSOTA
1.59
FID· 2021-11-01
Projected GANs Converge Faster Code
#2Vision-aided GAN
1.72
FID· 2021-12-16
Ensembling Off-the-shelf Models for GAN Training Code
#3Diffusion ProjectedGAN
1.85
FID· 2022-06-05
Diffusion-GAN: Training GANs with Diffusion Code
#4Patch Diffusion
2.66
FID
No paper
#5CIPSSOTA
2.92
FID· 2020-11-27
Image Generators with Conditionally-Independent Pixel Synthesis Code
#6StyleSwin
2.95
FID· 2021-12-20
StyleSwin: Transformer-based GAN for High-resolution Image Generation Code
#7Diffusion StyleGAN2
3.17
FID· 2022-06-05
Diffusion-GAN: Training GANs with Diffusion Code
#8StyleNAT
3.4
FID· 2022-11-10
StyleNAT: Giving Each Head a New Perspective Code
#9CLR-GAN
3.43
FID
No paperCode
#10StyleGAN2SOTA
3.86
FID· 2019-12-03
Analyzing and Improving the Image Quality of StyleGAN Code
#11Polarity-StyleGAN2
3.92
FID· 2022-03-03
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values Code
#12TDPM+ (TTrunc=99)
3.98
FID· 2022-02-19
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders Code
#13INR-GAN-bil
4.04
FID· 2020-11-24
Adversarial Generation of Continuous Images Code
#14Unleashing Transformers
4.07
FID· 2021-11-24
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes Code
#15StyleGANSOTA
4.21
FID· 2018-12-12
A Style-Based Generator Architecture for Generative Adversarial Networks Code
#16SWAGAN-Bi
4.97
FID· 2021-02-11
SWAGAN: A Style-based Wavelet-driven Generative Model Code
#17WaveDiff
5.06
FID· 2022-11-29
Wavelet Diffusion Models are fast and scalable Image Generators Code
#18MSG-StyleGAN
5.2
FID· 2019-03-14
MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks Code
#19DDGAN
5.25
FID· 2021-12-15
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Code
#20LFM
5.54
FID· 2023-07-17
Flow Matching in Latent Space Code
#21PGGANSOTA
6.42
FID· 2017-10-27
Progressive Growing of GANs for Improved Quality, Stability, and Variation Code
#22Denoising Diffusion Probabilistic Model
7.89
FID· 2020-06-19
Denoising Diffusion Probabilistic Models Code
#23PNDM
8.69
FID· 2022-02-20
Pseudo Numerical Methods for Diffusion Models on Manifolds Code
#24TransGAN
8.94
FID· 2021-02-14
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Code
#25VE (erel=0.01)
26.46
FID· 2021-05-28
Gotta Go Fast When Generating Data with Score-Based Models Code
#26VE (erel=0.02)
26.46
FID· 2021-05-28
Gotta Go Fast When Generating Data with Score-Based Models Code