Image Generation on CIFAR-10

Metric: FID (lower is better)

LeaderboardDataset

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Results

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#	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

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