Image Generation on ImageNet 128x128

Metric: FID (lower is better)

LeaderboardDataset

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	SiD2	1.26	No	Simpler Diffusion (SiD2): 1.5 FID on ImageNet512...	2024-10-25	-
2	PaGoDA	1.48	No	PaGoDA: Progressive Growing of a One-Step Genera...	2024-05-23	Code
3	DisCo-Diff	1.73	No	DisCo-Diff: Enhancing Continuous Diffusion Model...	2024-07-03	Code
4	VDM++	1.75	No	-	-	-
5	StyleGAN-XL	1.81	No	StyleGAN-XL: Scaling StyleGAN to Large Diverse D...	2022-02-01	Code
6	Poly-INR	2.08	No	Polynomial Implicit Neural Representations For L...	2023-03-20	Code
7	EluCD_DDPM	2.19	No	Elucidating The Design Space of Classifier-Guide...	2023-10-17	Code
8	BIGRoC-gt (Guided-Diffusion)	2.53	No	BIGRoC: Boosting Image Generation via a Robust C...	2021-08-08	Code
9	ADM-G + EDS (ED-DPM, classifier_scale=0.4)	2.63	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
10	ADM-G + EDS + ECT (ED-DPM, classifier_scale=0.6)	2.68	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
11	RIN	2.75	No	Scalable Adaptive Computation for Iterative Gene...	2022-12-22	Code
12	BIGRoC-pl (Guided-Diffusion)	2.77	No	BIGRoC: Boosting Image Generation via a Robust C...	2021-08-08	Code
13	simple diffusion (U-Net)	2.88	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
14	ADM-G	2.97	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
15	ADM-G (classifier_scale=0.5)	2.97	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
16	simple diffusion (U-ViT, L)	3.23	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
17	CDM	3.52	No	Cascaded Diffusion Models for High Fidelity Imag...	2021-05-30	-
18	TarFlow	5.03	No	Normalizing Flows are Capable Generative Models	2024-12-09	Code
19	BigGAN-deep	5.7	No	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
20	BigGAN-deep	5.7	Yes	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
21	Omni-INR-GAN	6.53	No	Omni-GAN: On the Secrets of cGANs and Beyond	2020-11-26	Code
22	LeCAM + DA	6.54	No	Regularizing Generative Adversarial Networks und...	2021-04-07	Code
23	CR-BigGAN	6.66	No	Consistency Regularization for Generative Advers...	2019-10-26	-
24	CR-BigGAN	6.66	No	Consistency Regularization for Generative Advers...	2019-10-26	-
25	DiffAugment-BigGAN	6.8	No	Differentiable Augmentation for Data-Efficient G...	2020-06-18	Code
26	S3 GAN	7.7	No	High-Fidelity Image Generation With Fewer Labels	2019-03-06	Code
27	ADC-GAN	8.02	No	Conditional GANs with Auxiliary Discriminative C...	2021-07-21	Code
28	ReACGAN	8.206	No	Rebooting ACGAN: Auxiliary Classifier GANs with ...	2021-11-01	Code
29	Omni-GAN	8.3	No	Omni-GAN: On the Secrets of cGANs and Beyond	2020-11-26	Code
30	BigGAN	8.7	No	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
31	BigGAN	8.7	Yes	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
32	IC-GAN + DA	9.5	No	Instance-Conditioned GAN	2021-09-10	Code
33	BigGAN + instance selection	9.61	No	Instance Selection for GANs	2020-07-30	Code
34	PR-BigGAN - Recall	9.92	No	-	-	-
35	BigGAN-OBRS	11.65	No	Optimal Budgeted Rejection Sampling for Generati...	2023-11-01	-
36	FQ-GAN	13.77	No	Feature Quantization Improves GAN Training	2020-04-05	Code
37	HamGAN	14.8	No	Is Attention Better Than Matrix Decomposition?	2021-09-09	Code
38	Your Local GAN	15.94	No	Your Local GAN: Designing Two Dimensional Local ...	2019-11-27	Code
39	SAGAN	18.65	Yes	Self-Attention Generative Adversarial Networks	2018-05-21	Code
40	PR-BigGAN - Precision	20.76	No	-	-	-
41	PGMGAN	21.73	No	Partition-Guided GANs	2021-04-02	Code
42	Projection Discriminator	27.62	Yes	cGANs with Projection Discriminator	2018-02-15	Code
43	HiT	30.83	No	Improved Transformer for High-Resolution GANs	2021-06-14	Code
44	SS-GAN (sBN)	43.87	No	Self-Supervised GANs via Auxiliary Rotation Loss	2018-11-27	Code