Image Generation on ImageNet 64x64

Metric: FID (lower is better)

LeaderboardDataset

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Results

#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	SIMS	0.92	No	Self-Improving Diffusion Models with Synthetic D...	2024-08-29	-
2	EDM2-S+DDO	0.97	No	Direct Discriminative Optimization: Your Likelih...	2025-03-03	Code
3	Uni-Instruct	1.02	No	-	-	-
4	SiDA-EDM	1.11	No	Adversarial Score identity Distillation: Rapidly...	2024-10-19	Code
5	GDD-I	1.16	No	Diffusion Models Are Innate One-Step Generators	2024-05-31	Code
6	PaGoDA	1.21	No	PaGoDA: Progressive Growing of a One-Step Genera...	2024-05-23	Code
7	DisCo-Diff	1.22	No	DisCo-Diff: Enhancing Continuous Diffusion Model...	2024-07-03	Code
8	RIN	1.23	No	Scalable Adaptive Computation for Iterative Gene...	2022-12-22	Code
9	GDD	1.42	No	Diffusion Models Are Innate One-Step Generators	2024-05-31	Code
10	SCT	1.47	No	Stable Consistency Tuning: Understanding and Imp...	2024-10-24	Code
11	CDM	1.48	No	Cascaded Diffusion Models for High Fidelity Imag...	2021-05-30	-
12	StyleGAN-XL	1.51	No	StyleGAN-XL: Scaling StyleGAN to Large Diverse D...	2022-02-01	Code
13	SiD	1.524	No	Score identity Distillation: Exponentially Fast ...	2024-04-05	Code
14	TCM	1.62	No	Truncated Consistency Models	2024-10-18	-
15	ECM-XL	1.67	No	Consistency Models Made Easy	2024-06-20	Code
16	CAF	1.69	No	Constant Acceleration Flow	2024-11-01	Code
17	CTM	1.73	No	Consistency Trajectory Models: Learning Probabil...	2023-10-01	Code
18	ADM (dropout)	2.07	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
19	LEGO	2.16	No	Learning Stackable and Skippable LEGO Bricks for...	2023-10-10	Code
20	TarFlow	2.9	No	Normalizing Flows are Capable Generative Models	2024-12-09	Code
21	Improved DDPM	2.92	No	Improved Denoising Diffusion Probabilistic Models	2021-02-18	Code
22	2-rectified flow++ (NFE=2)	3.64	No	Improving the Training of Rectified Flows	2024-05-30	Code
23	2-rectified flow++ (NFE=1)	4.31	No	Improving the Training of Rectified Flows	2024-05-30	Code
24	CD (Diffusion + Distillation, NFE=2)	4.7	No	Consistency Models	2023-03-02	Code
25	CD (Diffusion + Distillation, NFE=1)	6.2	No	Consistency Models	2023-03-02	Code
26	IC-GAN + DA	6.7	No	Instance-Conditioned GAN	2021-09-10	Code
27	SAGAN + instance selection	9.07	No	Instance Selection for GANs	2020-07-30	Code
28	FQ-GAN	9.67	No	Feature Quantization Improves GAN Training	2020-04-05	Code
29	CT (Direct Generation, NFE=2)	11.1	No	Consistency Models	2023-03-02	Code
30	CT (Direct Generation, NFE=1)	13	No	Consistency Models	2023-03-02	Code
31	FM	14.45	No	Flow Matching for Generative Modeling	2022-10-06	Code
32	CLR-GAN	20.27	No	-	-	Code
33	PGMGAN	21.73	No	Partition-Guided GANs	2021-04-02	Code
34	GLIDE + CLIP + CLS + CLS-FREE	29.184	No	Composing Ensembles of Pre-trained Models via It...	2022-10-20	-
35	GLIDE + CLS-FREE	29.219	No	Composing Ensembles of Pre-trained Models via It...	2022-10-20	-
36	GLIDE + CLIP	30.462	No	Composing Ensembles of Pre-trained Models via It...	2022-10-20	-
37	GLIDE + CLS	30.871	No	Composing Ensembles of Pre-trained Models via It...	2022-10-20	-