Image Generation on ImageNet 64x64

Metric: NFE (higher is better)

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#	Model↕	NFE▼	Extra Data	Paper	Date↕	Code
1	SIMS	126	No	Self-Improving Diffusion Models with Synthetic D...	2024-08-29	-
2	EDM2-S+DDO	63	No	Direct Discriminative Optimization: Your Likelih...	2025-03-03	Code
3	SCT	2	No	Stable Consistency Tuning: Understanding and Imp...	2024-10-24	Code
4	TCM	2	No	Truncated Consistency Models	2024-10-18	-
5	ECM-XL	2	No	Consistency Models Made Easy	2024-06-20	Code
6	CAF	2	No	Constant Acceleration Flow	2024-11-01	Code
7	CTM	2	No	Consistency Trajectory Models: Learning Probabil...	2023-10-01	Code
8	CD (Diffusion + Distillation, NFE=2)	2	No	Consistency Models	2023-03-02	Code
9	CT (Direct Generation, NFE=2)	2	No	Consistency Models	2023-03-02	Code
10	Uni-Instruct	1	No	-	-	-
11	SiDA-EDM	1	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
12	GDD-I	1	No	Diffusion Models Are Innate One-Step Generators	2024-05-31	Code
13	PaGoDA	1	No	PaGoDA: Progressive Growing of a One-Step Genera...	2024-05-23	Code
14	GDD	1	No	Diffusion Models Are Innate One-Step Generators	2024-05-31	Code
15	StyleGAN-XL	1	No	StyleGAN-XL: Scaling StyleGAN to Large Diverse D...	2022-02-01	Code
16	SiD	1	No	Score identity Distillation: Exponentially Fast ...	2024-04-05	Code
17	CD (Diffusion + Distillation, NFE=1)	1	No	Consistency Models	2023-03-02	Code
18	CT (Direct Generation, NFE=1)	1	No	Consistency Models	2023-03-02	Code
19	CTM (NFE 1)	1	No	Consistency Trajectory Models: Learning Probabil...	2023-10-01	Code

#1SIMSSOTA
126
NFE· 2024-08-29
Self-Improving Diffusion Models with Synthetic Data
#2EDM2-S+DDO
63
NFE· 2025-03-03
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator Code
#3SCT
2
NFE· 2024-10-24
Stable Consistency Tuning: Understanding and Improving Consistency Models Code
#4TCM
2
NFE· 2024-10-18
Truncated Consistency Models
#5ECM-XL
2
NFE· 2024-06-20
Consistency Models Made Easy Code
#6CAF
2
NFE· 2024-11-01
Constant Acceleration Flow Code
#7CTM
2
NFE· 2023-10-01
Consistency Trajectory Models: Learning Probability Flow ODE Trajectory of Diffusion Code
#8CD (Diffusion + Distillation, NFE=2)SOTA
2
NFE· 2023-03-02
Consistency Models Code
#9CT (Direct Generation, NFE=2)
2
NFE· 2023-03-02
Consistency Models Code
#10Uni-Instruct
1
NFE
No paper
#11SiDA-EDM
1
NFE· 2024-10-19
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One Step Code
#12GDD-I
1
NFE· 2024-05-31
Diffusion Models Are Innate One-Step Generators Code
#13PaGoDA
1
NFE· 2024-05-23
PaGoDA: Progressive Growing of a One-Step Generator from a Low-Resolution Diffusion Teacher Code
#14GDD
1
NFE· 2024-05-31
Diffusion Models Are Innate One-Step Generators Code
#15StyleGAN-XLSOTA
1
NFE· 2022-02-01
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Code
#16SiD
1
NFE· 2024-04-05
Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation Code
#17CD (Diffusion + Distillation, NFE=1)
1
NFE· 2023-03-02
Consistency Models Code
#18CT (Direct Generation, NFE=1)
1
NFE· 2023-03-02
Consistency Models Code
#19CTM (NFE 1)
1
NFE· 2023-10-01
Consistency Trajectory Models: Learning Probability Flow ODE Trajectory of Diffusion Code