Image Generation on CelebA-HQ 256x256

Metric: FID (lower is better)

LeaderboardDataset

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	RDM	3.15	Yes	Relay Diffusion: Unifying diffusion process acro...	2023-09-04	Code
2	StyleSwin	3.25	No	StyleSwin: Transformer-based GAN for High-resolu...	2021-12-20	Code
3	LDM-4	5.11	No	High-Resolution Image Synthesis with Latent Diff...	2021-12-20	Code
4	LFM	5.26	No	Flow Matching in Latent Space	2023-07-17	Code
5	RDUOT	5.6	No	A High-Quality Robust Diffusion Framework for Co...	2023-11-28	Code
6	WaveDiff	5.94	No	Wavelet Diffusion Models are fast and scalable I...	2022-11-29	Code
7	UNCSN++ (RVE) + ST	7.16	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
8	LSGM	7.22	No	Score-based Generative Modeling in Latent Space	2021-06-10	Code
9	DDGAN	7.64	No	Tackling the Generative Learning Trilemma with D...	2021-12-15	Code
10	DDMI	8.73	No	DDMI: Domain-Agnostic Latent Diffusion Models fo...	2024-01-23	Code
11	Diffusion-JEBM	8.78	No	Learning Latent Space Hierarchical EBM Diffusion...	2024-05-22	-
12	Joint-EBM	9.89	No	Learning Joint Latent Space EBM Prior Model for ...	2023-06-10	-
13	VQGAN+Transformer	10.2	No	Taming Transformers for High-Resolution Image Sy...	2020-12-17	Code
14	DC-VAE	15.81	No	Dual Contradistinctive Generative Autoencoder	2020-11-19	-
15	Dual-MCMC EBM	15.89	No	Learning Energy-based Model via Dual-MCMC Teaching	2023-12-05	-
16	VAEBM	20.38	No	VAEBM: A Symbiosis between Variational Autoencod...	2020-10-01	Code
17	GLOW	68.93	No	Glow: Generative Flow with Invertible 1x1 Convol...	2018-07-09	Code

#1RDMSOTA
3.15
FID· Extra Data· 2023-09-04
Relay Diffusion: Unifying diffusion process across resolutions for image synthesis Code
#2StyleSwinSOTA
3.25
FID· 2021-12-20
StyleSwin: Transformer-based GAN for High-resolution Image Generation Code
#3LDM-4SOTA
5.11
FID· 2021-12-20
High-Resolution Image Synthesis with Latent Diffusion Models Code
#4LFM
5.26
FID· 2023-07-17
Flow Matching in Latent Space Code
#5RDUOT
5.6
FID· 2023-11-28
A High-Quality Robust Diffusion Framework for Corrupted Dataset Code
#6WaveDiff
5.94
FID· 2022-11-29
Wavelet Diffusion Models are fast and scalable Image Generators Code
#7UNCSN++ (RVE) + STSOTA
7.16
FID· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation Code
#8LSGMSOTA
7.22
FID· 2021-06-10
Score-based Generative Modeling in Latent Space Code
#9DDGAN
7.64
FID· 2021-12-15
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Code
#10DDMI
8.73
FID· 2024-01-23
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations Code
#11Diffusion-JEBM
8.78
FID· 2024-05-22
Learning Latent Space Hierarchical EBM Diffusion Models
#12Joint-EBM
9.89
FID· 2023-06-10
Learning Joint Latent Space EBM Prior Model for Multi-layer Generator
#13VQGAN+TransformerSOTA
10.2
FID· 2020-12-17
Taming Transformers for High-Resolution Image Synthesis Code
#14DC-VAESOTA
15.81
FID· 2020-11-19
Dual Contradistinctive Generative Autoencoder
#15Dual-MCMC EBM
15.89
FID· 2023-12-05
Learning Energy-based Model via Dual-MCMC Teaching
#16VAEBMSOTA
20.38
FID· 2020-10-01
VAEBM: A Symbiosis between Variational Autoencoders and Energy-based Models Code
#17GLOWSOTA
68.93
FID· 2018-07-09
Glow: Generative Flow with Invertible 1x1 Convolutions Code