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