Conditional Image Generation on ImageNet 128x128

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	EluCD_DDPM	2.19	No	Elucidating The Design Space of Classifier-Guide...	2023-10-17	Code
2	ADM-G + EDS (ED-DPM, classifier_scale=0.4)	2.63	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
3	ADM-G + EDS + ECT (ED-DPM, classifier_scale=0.6)	2.68	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
4	simple diffusion (U-Net)	2.88	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
5	ADM-G (classifier_scale=0.5)	2.97	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
6	simple diffusion (U-ViT, L)	3.23	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
7	BigGAN-deep	5.7	Yes	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
8	Omni-INR-GAN	6.53	No	Omni-GAN: On the Secrets of cGANs and Beyond	2020-11-26	Code
9	CR-BigGAN	6.66	No	Consistency Regularization for Generative Advers...	2019-10-26	-
10	S3 GAN	7.7	No	High-Fidelity Image Generation With Fewer Labels	2019-03-06	Code
11	ADC-GAN	8.02	No	Conditional GANs with Auxiliary Discriminative C...	2021-07-21	Code
12	ReACGAN	8.206	No	Rebooting ACGAN: Auxiliary Classifier GANs with ...	2021-11-01	Code
13	Omni-GAN	8.3	No	Omni-GAN: On the Secrets of cGANs and Beyond	2020-11-26	Code
14	BigGAN	8.7	Yes	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
15	IC-GAN + DA	9.5	No	Instance-Conditioned GAN	2021-09-10	Code
16	BigGAN + instance selection	9.61	No	Instance Selection for GANs	2020-07-30	Code
17	FQ-GAN	13.77	No	Feature Quantization Improves GAN Training	2020-04-05	Code
18	HamGAN	14.8	No	Is Attention Better Than Matrix Decomposition?	2021-09-09	Code
19	Your Local GAN	15.94	No	Your Local GAN: Designing Two Dimensional Local ...	2019-11-27	Code
20	SAGAN	18.65	Yes	Self-Attention Generative Adversarial Networks	2018-05-21	Code
21	Projection Discriminator	27.62	Yes	cGANs with Projection Discriminator	2018-02-15	Code