Image Generation on ImageNet 32x32

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	PaGoDA	0.79	No	PaGoDA: Progressive Growing of a One-Step Genera...	2024-05-23	Code
2	StyleGAN-XL	1.1	No	StyleGAN-XL: Scaling StyleGAN to Large Diverse D...	2022-02-01	Code
3	R3GAN	1.27	No	The GAN is dead; long live the GAN! A Modern GAN...	2025-01-09	Code
4	DDPM-IP	2.66	No	Input Perturbation Reduces Exposure Bias in Diff...	2023-01-27	Code
5	FM	5.02	No	Flow Matching for Generative Modeling	2022-10-06	Code
6	MDM-Prime	6.98	No	Beyond Masked and Unmasked: Discrete Diffusion M...	2025-05-24	-
7	MDM	7.91	No	Beyond Masked and Unmasked: Discrete Diffusion M...	2025-05-24	-
8	DDPM++ (VP, NLL) + ST	8.42	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
9	i-DODE	9.09	No	Improved Techniques for Maximum Likelihood Estim...	2023-05-06	Code
10	MSGAN	12.3	No	Self-supervised GAN: Analysis and Improvement wi...	2019-11-16	Code
11	DDPM	16.18	No	Denoising Diffusion Probabilistic Models	2020-06-19	Code
12	NDM	17.02	No	Neural Diffusion Models	2023-10-12	-
13	QC-NCSN++	19.62	No	On Investigating the Conservative Property of Sc...	2022-09-26	Code

#1PaGoDASOTA
0.79
FID· 2024-05-23
PaGoDA: Progressive Growing of a One-Step Generator from a Low-Resolution Diffusion Teacher Code
#2StyleGAN-XLSOTA
1.1
FID· 2022-02-01
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Code
#3R3GAN
1.27
FID· 2025-01-09
The GAN is dead; long live the GAN! A Modern GAN Baseline Code
#4DDPM-IP
2.66
FID· 2023-01-27
Input Perturbation Reduces Exposure Bias in Diffusion Models Code
#5FM
5.02
FID· 2022-10-06
Flow Matching for Generative Modeling Code
#6MDM-Prime
6.98
FID· 2025-05-24
Beyond Masked and Unmasked: Discrete Diffusion Models via Partial Masking
#7MDM
7.91
FID· 2025-05-24
Beyond Masked and Unmasked: Discrete Diffusion Models via Partial Masking
#8DDPM++ (VP, NLL) + STSOTA
8.42
FID· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation Code
#9i-DODE
9.09
FID· 2023-05-06
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs Code
#10MSGANSOTA
12.3
FID· 2019-11-16
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Code
#11DDPM
16.18
FID· 2020-06-19
Denoising Diffusion Probabilistic Models Code
#12NDM
17.02
FID· 2023-10-12
Neural Diffusion Models
#13QC-NCSN++
19.62
FID· 2022-09-26
On Investigating the Conservative Property of Score-Based Generative Models Code