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CIFAR-10
Image Generation on CIFAR-10
Metric: FID (lower is better)
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FID (best first)
FID (worst first)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
FID
▲
Extra Data
Paper
Date
↕
Code
1
GMem
1.22
No
Generative Modeling with Explicit Memory
2024-12-11
Code
2
EDM+DDO
1.3
No
Direct Discriminative Optimization: Your Likelih...
2025-03-03
Code
3
StyleSAN-XL
1.36
No
SAN: Inducing Metrizability of GAN with Discrimi...
2023-01-30
Code
4
Uni-Instruct
1.38
No
-
-
-
5
SiDA-EDM
1.396
No
Adversarial Score identity Distillation: Rapidly...
2024-10-19
Code
6
PFGM++ +CS
1.5
No
Compensation Sampling for Improved Convergence i...
2023-12-11
Code
7
GDD-I
1.54
No
Diffusion Models Are Innate One-Step Generators
2024-05-31
Code
8
EDM-G++ (conditional)
1.64
No
Refining Generative Process with Discriminator G...
2022-11-28
Code
9
SiD
1.71
No
Score identity Distillation: Exponentially Fast ...
2024-04-05
Code
10
PFGM++
1.74
No
PFGM++: Unlocking the Potential of Physics-Inspi...
2023-02-08
Code
11
SciRE-Solver (with EDM)
1.76
No
SciRE-Solver: Accelerating Diffusion Models Samp...
2023-08-15
-
12
Discriminator Guidance (unconditional)
1.77
No
Refining Generative Process with Discriminator G...
2022-11-28
Code
13
EDM-ES
1.8
No
Elucidating the Exposure Bias in Diffusion Models
2023-08-29
Code
14
R3GAN
1.96
No
The GAN is dead; long live the GAN! A Modern GAN...
2025-01-09
Code
15
Inductive Moment Matching
1.98
No
-
-
-
16
TCM
2.05
No
Truncated Consistency Models
2024-10-18
-
17
ECT
2.11
No
Consistency Models Made Easy
2024-06-20
Code
18
Subspace Diffusion (NSCN++)
2.17
No
Subspace Diffusion Generative Models
2022-05-03
Code
19
Posterior Mean Matching
2.18
No
Posterior Mean Matching: Generative Modeling thr...
2024-12-17
-
20
DLSM
2.25
No
Denoising Likelihood Score Matching for Conditio...
2022-03-27
Code
21
StyleGAN2 + DiffAugment + D2D-CE
2.26
No
Rebooting ACGAN: Auxiliary Classifier GANs with ...
2021-11-01
Code
22
VSDM
2.28
No
Variational Schrödinger Diffusion Models
2024-05-08
-
23
block flow
2.29
No
Block Flow: Learning Straight Flow on Data Blocks
2025-01-20
Code
24
StyleGAN2-ADA
2.42
No
Training Generative Adversarial Networks with Li...
2020-06-11
Code
25
PFGM
2.48
No
Poisson Flow Generative Models
2022-09-22
Code
26
PD (NFE=8)
2.57
No
Progressive Distillation for Fast Sampling of Di...
2022-02-01
Code
27
RDUOT
2.95
No
A High-Quality Robust Diffusion Framework for Co...
2023-11-28
Code
28
PD (NFE=4)
3
No
Progressive Distillation for Fast Sampling of Di...
2022-02-01
Code
29
SB-FBSDE
3.01
No
Likelihood Training of Schrödinger Bridge using ...
2021-10-21
Code
30
DDPM
3.074
No
The Disappearance of Timestep Embedding in Moder...
2024-05-23
Code
31
Denoising Diffusion
3.17
No
Denoising Diffusion Probabilistic Models
2020-06-19
Code
32
MDM-Prime
3.26
No
Beyond Masked and Unmasked: Discrete Diffusion M...
2025-05-24
-
33
LadaGAN
3.29
No
Efficient generative adversarial networks using ...
2024-01-17
Code
34
MIX-MHingeGAN
3.6
No
Lessons Learned from the Training of GANs on Art...
2020-07-13
Code
35
Blackout Diffusion
4.58
No
Blackout Diffusion: Generative Diffusion Models ...
2023-05-18
Code
36
DiffAugment-BigGAN
4.61
No
Differentiable Augmentation for Data-Efficient G...
2020-06-18
Code
37
MDM
4.66
No
Beyond Masked and Unmasked: Discrete Diffusion M...
2025-05-24
-
38
FoD-ODE
5.01
No
Forward-only Diffusion Probabilistic Models
2025-05-22
Code
39
FQ-GAN
5.34
No
Feature Quantization Improves GAN Training
2020-04-05
Code
40
ADC-GAN
5.66
No
Conditional GANs with Auxiliary Discriminative C...
2021-07-21
Code
41
CT (Direct Generation, NFE=2)
5.83
No
Consistency Models
2023-03-02
Code
42
GENIE (NFEs=10)
5.97
No
GENIE: Higher-Order Denoising Diffusion Solvers
2022-10-11
Code
43
FM
6.35
No
Flow Matching for Generative Modeling
2022-10-06
Code
44
ViTGAN
6.66
No
ViTGAN: Training GANs with Vision Transformers
2021-07-09
Code
45
LSGM (NLL)
6.89
No
Score-based Generative Modeling in Latent Space
2021-06-10
Code
46
aw-BigGAN
6.89
No
Adaptive Weighted Discriminator for Training Gen...
2020-12-05
Code
47
MHingeGAN
7.5
No
cGANs with Multi-Hinge Loss
2019-12-09
Code
48
aw-SN-GAN
8.03
No
Adaptive Weighted Discriminator for Training Gen...
2020-12-05
Code
49
MIX-BigGAN
8.17
No
Lessons Learned from the Training of GANs on Art...
2020-07-13
Code
50
LeCAM (BigGAN + DA)
8.46
No
Regularizing Generative Adversarial Networks und...
2021-04-07
Code
51
NDA
9.42
No
Negative Data Augmentation
2021-02-09
Code
52
CR +LT-BigGAN
9.8
No
LT-GAN: Self-Supervised GAN with Latent Transfor...
2020-10-19
-
53
EAGAN (G+D)
9.91
No
EAGAN: Efficient Two-stage Evolutionary Architec...
2021-11-30
Code
54
EAGAN (G)
10.14
No
EAGAN: Efficient Two-stage Evolutionary Architec...
2021-11-30
Code
55
ContraGAN
10.3
No
ContraGAN: Contrastive Learning for Conditional ...
2020-06-23
Code
56
PPOGAN
10.7
No
Improving GAN Training with Probability Ratio Cl...
2020-06-12
Code
57
NCSNv2
10.87
No
Improved Techniques for Training Score-Based Gen...
2020-06-16
Code
58
CR-BigGAN
11.67
No
Consistency Regularization for Generative Advers...
2019-10-26
-
59
BigGAN
14.73
No
Large Scale GAN Training for High Fidelity Natur...
2018-09-28
Code
60
SNGAN-DCD (Latent)
16.24
No
Discriminator Contrastive Divergence: Semi-Amort...
2020-04-05
Code
61
Pi-net
16.79
No
$Π-$nets: Deep Polynomial Neural Networks
2020-03-08
Code
62
ProdPoly
16.79
No
Deep Polynomial Neural Networks
2020-06-20
Code
63
Projection Discriminator
17.5
No
cGANs with Projection Discriminator
2018-02-15
Code
64
Dist-GAN
17.61
No
Dist-GAN: An Improved GAN using Distance Constra...
2018-03-23
Code
65
LOGAN
17.87
No
-
-
-
66
DC-VAE
17.9
No
Dual Contradistinctive Generative Autoencoder
2020-11-19
-
67
NK-CA
18.27
No
Learning Stationary Markov Processes with Contra...
2023-03-09
Code
68
CoProGAN
19.66
No
Contextual Convolutional Neural Networks
2021-08-17
Code
69
SRN-GANs
19.83
No
Stable Rank Normalization for Improved Generaliz...
2019-06-11
-
70
PeerGAN
21.55
No
DuelGAN: A Duel Between Two Discriminators Stabi...
2021-01-19
-
71
SNGAN-DCD (Pixel)
21.67
No
Discriminator Contrastive Divergence: Semi-Amort...
2020-04-05
Code
72
SN-GANs
21.7
No
Spectral Normalization for Generative Adversaria...
2018-02-16
Code
73
CLR-GAN
23.3
No
-
-
Code
74
NCP-VAE
24.08
No
A Contrastive Learning Approach for Training Var...
2020-10-06
-
75
WGAN-GP + TT Update Rule
24.8
No
GANs Trained by a Two Time-Scale Update Rule Con...
2017-06-26
Code
76
SN-SMMDGAN
25
No
On gradient regularizers for MMD GANs
2018-05-29
Code
77
NCSN
25.32
No
Generative Modeling by Estimating Gradients of t...
2019-07-12
Code
78
RSGAN-GP
25.6
No
The relativistic discriminator: a key element mi...
2018-07-02
Code
79
HingeGAN
27.12
No
Gradient penalty from a maximum margin perspective
2019-10-15
Code
80
FOGAN
27.4
No
First Order Generative Adversarial Networks
2018-02-13
Code
81
MSGAN
28.73
No
Mode Seeking Generative Adversarial Networks for...
2019-03-13
Code
82
WGAN-GP
29.3
No
Improved Training of Wasserstein GANs
2017-03-31
Code
83
QSNGAN
31.966
No
Quaternion Generative Adversarial Networks
2021-04-19
Code
84
NVAE w/ flow
32.53
No
NVAE: A Deep Hierarchical Variational Autoencoder
2020-07-08
Code
85
DenseFlow-74-10
34.9
No
Densely connected normalizing flows
2021-06-08
Code
86
ACGAN
35.47
No
-
-
-
87
ProdPoly no activation functions
36.77
No
Deep Polynomial Neural Networks
2020-06-20
Code
88
ProdPoly no activation functions
40.45
No
Deep Polynomial Neural Networks
2020-06-20
Code
89
GLF+perceptual loss (ours)
44.6
No
Generative Latent Flow
2019-05-24
Code
90
Residual Flow
46.37
No
Residual Flows for Invertible Generative Modeling
2019-06-06
Code
91
RESFLOW
48.29
No
-
-
-
92
PresGAN
52.202
No
Prescribed Generative Adversarial Networks
2019-10-09
Code
#1
GMem
SOTA
1.22
FID
· 2024-12-11
Generative Modeling with Explicit Memory
Code
#2
EDM+DDO
1.3
FID
· 2025-03-03
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator
Code
#3
StyleSAN-XL
SOTA
1.36
FID
· 2023-01-30
SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer
Code
#4
Uni-Instruct
1.38
FID
No paper
#5
SiDA-EDM
1.396
FID
· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step
Code
#6
PFGM++ +CS
1.5
FID
· 2023-12-11
Compensation Sampling for Improved Convergence in Diffusion Models
Code
#7
GDD-I
1.54
FID
· 2024-05-31
Diffusion Models Are Innate One-Step Generators
Code
#8
EDM-G++ (conditional)
SOTA
1.64
FID
· 2022-11-28
Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models
Code
#9
SiD
1.71
FID
· 2024-04-05
Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation
Code
#10
PFGM++
1.74
FID
· 2023-02-08
PFGM++: Unlocking the Potential of Physics-Inspired Generative Models
Code
#11
SciRE-Solver (with EDM)
1.76
FID
· 2023-08-15
SciRE-Solver: Accelerating Diffusion Models Sampling by Score-integrand Solver with Recursive Difference
#12
Discriminator Guidance (unconditional)
SOTA
1.77
FID
· 2022-11-28
Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models
Code
#13
EDM-ES
1.8
FID
· 2023-08-29
Elucidating the Exposure Bias in Diffusion Models
Code
#14
R3GAN
1.96
FID
· 2025-01-09
The GAN is dead; long live the GAN! A Modern GAN Baseline
Code
#15
Inductive Moment Matching
1.98
FID
No paper
#16
TCM
2.05
FID
· 2024-10-18
Truncated Consistency Models
#17
ECT
2.11
FID
· 2024-06-20
Consistency Models Made Easy
Code
#18
Subspace Diffusion (NSCN++)
SOTA
2.17
FID
· 2022-05-03
Subspace Diffusion Generative Models
Code
#19
Posterior Mean Matching
2.18
FID
· 2024-12-17
Posterior Mean Matching: Generative Modeling through Online Bayesian Inference
#20
DLSM
SOTA
2.25
FID
· 2022-03-27
Denoising Likelihood Score Matching for Conditional Score-based Data Generation
Code
#21
StyleGAN2 + DiffAugment + D2D-CE
SOTA
2.26
FID
· 2021-11-01
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training
Code
#22
VSDM
2.28
FID
· 2024-05-08
Variational Schrödinger Diffusion Models
#23
block flow
2.29
FID
· 2025-01-20
Block Flow: Learning Straight Flow on Data Blocks
Code
#24
StyleGAN2-ADA
SOTA
2.42
FID
· 2020-06-11
Training Generative Adversarial Networks with Limited Data
Code
#25
PFGM
2.48
FID
· 2022-09-22
Poisson Flow Generative Models
Code
#26
PD (NFE=8)
2.57
FID
· 2022-02-01
Progressive Distillation for Fast Sampling of Diffusion Models
Code
#27
RDUOT
2.95
FID
· 2023-11-28
A High-Quality Robust Diffusion Framework for Corrupted Dataset
Code
#28
PD (NFE=4)
3
FID
· 2022-02-01
Progressive Distillation for Fast Sampling of Diffusion Models
Code
#29
SB-FBSDE
3.01
FID
· 2021-10-21
Likelihood Training of Schrödinger Bridge using Forward-Backward SDEs Theory
Code
#30
DDPM
3.074
FID
· 2024-05-23
The Disappearance of Timestep Embedding in Modern Time-Dependent Neural Networks
Code
#31
Denoising Diffusion
3.17
FID
· 2020-06-19
Denoising Diffusion Probabilistic Models
Code
#32
MDM-Prime
3.26
FID
· 2025-05-24
Beyond Masked and Unmasked: Discrete Diffusion Models via Partial Masking
#33
LadaGAN
3.29
FID
· 2024-01-17
Efficient generative adversarial networks using linear additive-attention Transformers
Code
#34
MIX-MHingeGAN
3.6
FID
· 2020-07-13
Lessons Learned from the Training of GANs on Artificial Datasets
Code
#35
Blackout Diffusion
4.58
FID
· 2023-05-18
Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces
Code
#36
DiffAugment-BigGAN
4.61
FID
· 2020-06-18
Differentiable Augmentation for Data-Efficient GAN Training
Code
#37
MDM
4.66
FID
· 2025-05-24
Beyond Masked and Unmasked: Discrete Diffusion Models via Partial Masking
#38
FoD-ODE
5.01
FID
· 2025-05-22
Forward-only Diffusion Probabilistic Models
Code
#39
FQ-GAN
SOTA
5.34
FID
· 2020-04-05
Feature Quantization Improves GAN Training
Code
#40
ADC-GAN
5.66
FID
· 2021-07-21
Conditional GANs with Auxiliary Discriminative Classifier
Code
#41
CT (Direct Generation, NFE=2)
5.83
FID
· 2023-03-02
Consistency Models
Code
#42
GENIE (NFEs=10)
5.97
FID
· 2022-10-11
GENIE: Higher-Order Denoising Diffusion Solvers
Code
#43
FM
6.35
FID
· 2022-10-06
Flow Matching for Generative Modeling
Code
#44
ViTGAN
6.66
FID
· 2021-07-09
ViTGAN: Training GANs with Vision Transformers
Code
#45
LSGM (NLL)
6.89
FID
· 2021-06-10
Score-based Generative Modeling in Latent Space
Code
#46
aw-BigGAN
6.89
FID
· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks
Code
#47
MHingeGAN
SOTA
7.5
FID
· 2019-12-09
cGANs with Multi-Hinge Loss
Code
#48
aw-SN-GAN
8.03
FID
· 2020-12-05
Adaptive Weighted Discriminator for Training Generative Adversarial Networks
Code
#49
MIX-BigGAN
8.17
FID
· 2020-07-13
Lessons Learned from the Training of GANs on Artificial Datasets
Code
#50
LeCAM (BigGAN + DA)
8.46
FID
· 2021-04-07
Regularizing Generative Adversarial Networks under Limited Data
Code
#51
NDA
9.42
FID
· 2021-02-09
Negative Data Augmentation
Code
#52
CR +LT-BigGAN
9.8
FID
· 2020-10-19
LT-GAN: Self-Supervised GAN with Latent Transformation Detection
#53
EAGAN (G+D)
9.91
FID
· 2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs
Code
#54
EAGAN (G)
10.14
FID
· 2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs
Code
#55
ContraGAN
10.3
FID
· 2020-06-23
ContraGAN: Contrastive Learning for Conditional Image Generation
Code
#56
PPOGAN
10.7
FID
· 2020-06-12
Improving GAN Training with Probability Ratio Clipping and Sample Reweighting
Code
#57
NCSNv2
10.87
FID
· 2020-06-16
Improved Techniques for Training Score-Based Generative Models
Code
#58
CR-BigGAN
SOTA
11.67
FID
· 2019-10-26
Consistency Regularization for Generative Adversarial Networks
#59
BigGAN
SOTA
14.73
FID
· 2018-09-28
Large Scale GAN Training for High Fidelity Natural Image Synthesis
Code
#60
SNGAN-DCD (Latent)
16.24
FID
· 2020-04-05
Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator
Code
#61
Pi-net
16.79
FID
· 2020-03-08
$Π-$nets: Deep Polynomial Neural Networks
Code
#62
ProdPoly
16.79
FID
· 2020-06-20
Deep Polynomial Neural Networks
Code
#63
Projection Discriminator
SOTA
17.5
FID
· 2018-02-15
cGANs with Projection Discriminator
Code
#64
Dist-GAN
17.61
FID
· 2018-03-23
Dist-GAN: An Improved GAN using Distance Constraints
Code
#65
LOGAN
17.87
FID
No paper
#66
DC-VAE
17.9
FID
· 2020-11-19
Dual Contradistinctive Generative Autoencoder
#67
NK-CA
18.27
FID
· 2023-03-09
Learning Stationary Markov Processes with Contrastive Adjustment
Code
#68
CoProGAN
19.66
FID
· 2021-08-17
Contextual Convolutional Neural Networks
Code
#69
SRN-GANs
19.83
FID
· 2019-06-11
Stable Rank Normalization for Improved Generalization in Neural Networks and GANs
#70
PeerGAN
21.55
FID
· 2021-01-19
DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training
#71
SNGAN-DCD (Pixel)
21.67
FID
· 2020-04-05
Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator
Code
#72
SN-GANs
21.7
FID
· 2018-02-16
Spectral Normalization for Generative Adversarial Networks
Code
#73
CLR-GAN
23.3
FID
No paper
Code
#74
NCP-VAE
24.08
FID
· 2020-10-06
A Contrastive Learning Approach for Training Variational Autoencoder Priors
#75
WGAN-GP + TT Update Rule
SOTA
24.8
FID
· 2017-06-26
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium
Code
#76
SN-SMMDGAN
25
FID
· 2018-05-29
On gradient regularizers for MMD GANs
Code
#77
NCSN
25.32
FID
· 2019-07-12
Generative Modeling by Estimating Gradients of the Data Distribution
Code
#78
RSGAN-GP
25.6
FID
· 2018-07-02
The relativistic discriminator: a key element missing from standard GAN
Code
#79
HingeGAN
27.12
FID
· 2019-10-15
Gradient penalty from a maximum margin perspective
Code
#80
FOGAN
27.4
FID
· 2018-02-13
First Order Generative Adversarial Networks
Code
#81
MSGAN
28.73
FID
· 2019-03-13
Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis
Code
#82
WGAN-GP
SOTA
29.3
FID
· 2017-03-31
Improved Training of Wasserstein GANs
Code
#83
QSNGAN
31.966
FID
· 2021-04-19
Quaternion Generative Adversarial Networks
Code
#84
NVAE w/ flow
32.53
FID
· 2020-07-08
NVAE: A Deep Hierarchical Variational Autoencoder
Code
#85
DenseFlow-74-10
34.9
FID
· 2021-06-08
Densely connected normalizing flows
Code
#86
ACGAN
35.47
FID
No paper
#87
ProdPoly no activation functions
36.77
FID
· 2020-06-20
Deep Polynomial Neural Networks
Code
#88
ProdPoly no activation functions
40.45
FID
· 2020-06-20
Deep Polynomial Neural Networks
Code
#89
GLF+perceptual loss (ours)
44.6
FID
· 2019-05-24
Generative Latent Flow
Code
#90
Residual Flow
46.37
FID
· 2019-06-06
Residual Flows for Invertible Generative Modeling
Code
#91
RESFLOW
48.29
FID
No paper
#92
PresGAN
52.202
FID
· 2019-10-09
Prescribed Generative Adversarial Networks
Code