Image Generation on LSUN Bedroom 256 x 256

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	Diffusion ProjectedGAN	1.43	No	Diffusion-GAN: Training GANs with Diffusion	2022-06-05	Code
2	Projected GAN	1.52	No	Projected GANs Converge Faster	2021-11-01	Code
3	TDPM+ (TTrunc=99)	1.88	No	Truncated Diffusion Probabilistic Models and Dif...	2022-02-19	Code
4	ADM (dropout)	1.9	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
5	StyleGAN	2.56	No	-	-	-
6	Patch Diffusion	2.75	No	-	-	-
7	Unleashing Transformers	3.64	No	Unleashing Transformers: Parallel Token Predicti...	2021-11-24	Code
8	Diffusion StyleGAN2	3.65	No	Diffusion-GAN: Training GANs with Diffusion	2022-06-05	Code
9	iDDPM	4.54	No	-	-	-
10	UDM (RVE) + ST	4.57	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
11	Denoising Diffusion Probabilistic Model (large)	4.9	No	Denoising Diffusion Probabilistic Models	2020-06-19	Code
12	LFM	4.92	No	Flow Matching in Latent Space	2023-07-17	Code
13	PNDM	5.68	No	Pseudo Numerical Methods for Diffusion Models on...	2022-02-20	Code
14	Denoising Diffusion Probabilistic Model	6.36	No	Denoising Diffusion Probabilistic Models	2020-06-19	Code
15	PG-SWGAN	8	No	Sliced Wasserstein Generative Models	2019-04-10	Code
16	Consistency	8.27	No	-	-	-
17	PGGAN	8.34	No	Progressive Growing of GANs for Improved Quality...	2017-10-27	Code
18	SS-GAN (sBN)	13.3	No	Self-Supervised GANs via Auxiliary Rotation Loss	2018-11-27	Code
19	StackGAN-v2	35.61	No	StackGAN++: Realistic Image Synthesis with Stack...	2017-10-19	Code

#1Diffusion ProjectedGANSOTA
1.43
FID· 2022-06-05
Diffusion-GAN: Training GANs with Diffusion Code
#2Projected GANSOTA
1.52
FID· 2021-11-01
Projected GANs Converge Faster Code
#3TDPM+ (TTrunc=99)
1.88
FID· 2022-02-19
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders Code
#4ADM (dropout)SOTA
1.9
FID· 2021-05-11
Diffusion Models Beat GANs on Image Synthesis Code
#5StyleGAN
2.56
FID
No paper
#6Patch Diffusion
2.75
FID
No paper
#7Unleashing Transformers
3.64
FID· 2021-11-24
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes Code
#8Diffusion StyleGAN2
3.65
FID· 2022-06-05
Diffusion-GAN: Training GANs with Diffusion Code
#9iDDPM
4.54
FID
No paper
#10UDM (RVE) + ST
4.57
FID· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation Code
#11Denoising Diffusion Probabilistic Model (large)SOTA
4.9
FID· 2020-06-19
Denoising Diffusion Probabilistic Models Code
#12LFM
4.92
FID· 2023-07-17
Flow Matching in Latent Space Code
#13PNDM
5.68
FID· 2022-02-20
Pseudo Numerical Methods for Diffusion Models on Manifolds Code
#14Denoising Diffusion Probabilistic ModelSOTA
6.36
FID· 2020-06-19
Denoising Diffusion Probabilistic Models Code
#15PG-SWGANSOTA
8
FID· 2019-04-10
Sliced Wasserstein Generative Models Code
#16Consistency
8.27
FID
No paper
#17PGGANSOTA
8.34
FID· 2017-10-27
Progressive Growing of GANs for Improved Quality, Stability, and Variation Code
#18SS-GAN (sBN)
13.3
FID· 2018-11-27
Self-Supervised GANs via Auxiliary Rotation Loss Code
#19StackGAN-v2SOTA
35.61
FID· 2017-10-19
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks Code