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CelebA-HQ 256x256
Image Generation on CelebA-HQ 256x256
Metric: FID (lower is better)
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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
#1
RDM
SOTA
3.15
FID
· Extra Data
· 2023-09-04
Relay Diffusion: Unifying diffusion process across resolutions for image synthesis
Code
#2
StyleSwin
SOTA
3.25
FID
· 2021-12-20
StyleSwin: Transformer-based GAN for High-resolution Image Generation
Code
#3
LDM-4
SOTA
5.11
FID
· 2021-12-20
High-Resolution Image Synthesis with Latent Diffusion Models
Code
#4
LFM
5.26
FID
· 2023-07-17
Flow Matching in Latent Space
Code
#5
RDUOT
5.6
FID
· 2023-11-28
A High-Quality Robust Diffusion Framework for Corrupted Dataset
Code
#6
WaveDiff
5.94
FID
· 2022-11-29
Wavelet Diffusion Models are fast and scalable Image Generators
Code
#7
UNCSN++ (RVE) + ST
SOTA
7.16
FID
· 2021-06-10
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation
Code
#8
LSGM
SOTA
7.22
FID
· 2021-06-10
Score-based Generative Modeling in Latent Space
Code
#9
DDGAN
7.64
FID
· 2021-12-15
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs
Code
#10
DDMI
8.73
FID
· 2024-01-23
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations
Code
#11
Diffusion-JEBM
8.78
FID
· 2024-05-22
Learning Latent Space Hierarchical EBM Diffusion Models
#12
Joint-EBM
9.89
FID
· 2023-06-10
Learning Joint Latent Space EBM Prior Model for Multi-layer Generator
#13
VQGAN+Transformer
SOTA
10.2
FID
· 2020-12-17
Taming Transformers for High-Resolution Image Synthesis
Code
#14
DC-VAE
SOTA
15.81
FID
· 2020-11-19
Dual Contradistinctive Generative Autoencoder
#15
Dual-MCMC EBM
15.89
FID
· 2023-12-05
Learning Energy-based Model via Dual-MCMC Teaching
#16
VAEBM
SOTA
20.38
FID
· 2020-10-01
VAEBM: A Symbiosis between Variational Autoencoders and Energy-based Models
Code
#17
GLOW
SOTA
68.93
FID
· 2018-07-09
Glow: Generative Flow with Invertible 1x1 Convolutions
Code