Image Generation on ImageNet 512x512

Metric: NFE (higher is better)

LeaderboardDataset

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#	Model↕	NFE▼	Extra Data	Paper	Date↕	Code
1	DDT-XL/2(22en6de 675M + guidance interval )	500	No	DDT: Decoupled Diffusion Transformer	2025-04-08	Code
2	DDT-XL/2 + UCGM-S (SD-VAE + 150 sampling steps + CFG)	300	No	Unified Continuous Generative Models	2025-05-12	Code
3	DDT-XL/2 + UCGM-S (SD-VAE + 100 sampling steps + CFG)	200	No	Unified Continuous Generative Models	2025-05-12	Code
4	EDM2-XXL	126	No	Analyzing and Improving the Training Dynamics of...	2023-12-05	Code
5	EDM2-XL	126	No	Analyzing and Improving the Training Dynamics of...	2023-12-05	Code
6	EDM2-L	126	No	Analyzing and Improving the Training Dynamics of...	2023-12-05	Code
7	EDM2-M	126	No	Analyzing and Improving the Training Dynamics of...	2023-12-05	Code
8	EDM2-S	126	No	Analyzing and Improving the Training Dynamics of...	2023-12-05	Code
9	EDM2-XS	126	No	Analyzing and Improving the Training Dynamics of...	2023-12-05	Code
10	EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3)	50	No	Direct Discriminative Optimization: Your Likelih...	2025-03-03	Code
11	SiDA-EDM2-XXL (1.5B)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
12	SiDA-EDM2-XL (1.1B)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
13	SiDA-EDM2-L (777M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
14	SiDA-EDM2-M (498M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
15	SiDA-EDM2-S (280M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
16	SiD-EDM2-XL (1.1B)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
17	SiD-EDM2-L (777M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
18	SiD-EDM2-XXL (1.5B)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
19	SiD-EDM2-M (498M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
20	SiDA-EDM2-XS (125M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
21	SiD-EDM2-S (280M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
22	SiD-EDM2-XS (125M)	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code

#1DDT-XL/2(22en6de 675M + guidance interval )SOTA
500
NFE· 2025-04-08
DDT: Decoupled Diffusion Transformer Code
#2DDT-XL/2 + UCGM-S (SD-VAE + 150 sampling steps + CFG)
300
NFE· 2025-05-12
Unified Continuous Generative Models Code
#3DDT-XL/2 + UCGM-S (SD-VAE + 100 sampling steps + CFG)
200
NFE· 2025-05-12
Unified Continuous Generative Models Code
#4EDM2-XXLSOTA
126
NFE· 2023-12-05
Analyzing and Improving the Training Dynamics of Diffusion Models Code
#5EDM2-XL
126
NFE· 2023-12-05
Analyzing and Improving the Training Dynamics of Diffusion Models Code
#6EDM2-L
126
NFE· 2023-12-05
Analyzing and Improving the Training Dynamics of Diffusion Models Code
#7EDM2-M
126
NFE· 2023-12-05
Analyzing and Improving the Training Dynamics of Diffusion Models Code
#8EDM2-S
126
NFE· 2023-12-05
Analyzing and Improving the Training Dynamics of Diffusion Models Code
#9EDM2-XS
126
NFE· 2023-12-05
Analyzing and Improving the Training Dynamics of Diffusion Models Code
#10EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3)
50
NFE· 2025-03-03
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator Code
#11SiDA-EDM2-XXL (1.5B)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#12SiDA-EDM2-XL (1.1B)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#13SiDA-EDM2-L (777M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#14SiDA-EDM2-M (498M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#15SiDA-EDM2-S (280M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#16SiD-EDM2-XL (1.1B)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#17SiD-EDM2-L (777M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#18SiD-EDM2-XXL (1.5B)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#19SiD-EDM2-M (498M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#20SiDA-EDM2-XS (125M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#21SiD-EDM2-S (280M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#22SiD-EDM2-XS (125M)
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code