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

#1EluCD_DDPMSOTA
2.19
FID· 2023-10-17
Elucidating The Design Space of Classifier-Guided Diffusion Generation Code
#2ADM-G + EDS (ED-DPM, classifier_scale=0.4)SOTA
2.63
FID· 2022-06-23
Entropy-driven Sampling and Training Scheme for Conditional Diffusion Generation Code
#3ADM-G + EDS + ECT (ED-DPM, classifier_scale=0.6)SOTA
2.68
FID· 2022-06-23
Entropy-driven Sampling and Training Scheme for Conditional Diffusion Generation Code
#4simple diffusion (U-Net)
2.88
FID· 2023-01-26
Simple diffusion: End-to-end diffusion for high resolution images Code
#5ADM-G (classifier_scale=0.5)SOTA
2.97
FID· 2021-05-11
Diffusion Models Beat GANs on Image Synthesis Code
#6simple diffusion (U-ViT, L)
3.23
FID· 2023-01-26
Simple diffusion: End-to-end diffusion for high resolution images Code
#7BigGAN-deepSOTA
5.7
FID· Extra Data· 2018-09-28
Large Scale GAN Training for High Fidelity Natural Image Synthesis Code
#8Omni-INR-GAN
6.53
FID· 2020-11-26
Omni-GAN: On the Secrets of cGANs and Beyond Code
#9CR-BigGAN
6.66
FID· 2019-10-26
Consistency Regularization for Generative Adversarial Networks
#10S3 GAN
7.7
FID· 2019-03-06
High-Fidelity Image Generation With Fewer Labels Code
#11ADC-GAN
8.02
FID· 2021-07-21
Conditional GANs with Auxiliary Discriminative Classifier Code
#12ReACGAN
8.206
FID· 2021-11-01
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Code
#13Omni-GAN
8.3
FID· 2020-11-26
Omni-GAN: On the Secrets of cGANs and Beyond Code
#14BigGANSOTA
8.7
FID· Extra Data· 2018-09-28
Large Scale GAN Training for High Fidelity Natural Image Synthesis Code
#15IC-GAN + DA
9.5
FID· 2021-09-10
Instance-Conditioned GAN Code
#16BigGAN + instance selection
9.61
FID· 2020-07-30
Instance Selection for GANs Code
#17FQ-GAN
13.77
FID· 2020-04-05
Feature Quantization Improves GAN Training Code
#18HamGAN
14.8
FID· 2021-09-09
Is Attention Better Than Matrix Decomposition?Code
#19Your Local GAN
15.94
FID· 2019-11-27
Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models Code
#20SAGANSOTA
18.65
FID· Extra Data· 2018-05-21
Self-Attention Generative Adversarial Networks Code
#21Projection DiscriminatorSOTA
27.62
FID· Extra Data· 2018-02-15
cGANs with Projection Discriminator Code