Image Generation on ImageNet 128x128

Metric: Inception score (higher is better)

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#	Model↕	Inception score▼	Extra Data	Paper	Date↕	Code
1	Omni-INR-GAN	262.85	No	Omni-GAN: On the Secrets of cGANs and Beyond	2020-11-26	Code
2	Omni-GAN	190.94	No	Omni-GAN: On the Secrets of cGANs and Beyond	2020-11-26	Code
3	simple diffusion (U-ViT, L)	171.9	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
4	ADM-G + EDS + ECT (ED-DPM, classifier_scale=0.6)	169.24	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
5	ADM-G + EDS (ED-DPM, classifier_scale=0.4)	159.72	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
6	simple diffusion (U-Net)	137.3	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
7	BigGAN-deep	124.5	Yes	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
8	BigGAN + instance selection	114.32	No	Instance Selection for GANs	2020-07-30	Code
9	IC-GAN + DA	108.6	No	Instance-Conditioned GAN	2021-09-10	Code
10	ADC-GAN	108.1	No	Conditional GANs with Auxiliary Discriminative C...	2021-07-21	Code
11	BigGAN	98.8	Yes	Large Scale GAN Training for High Fidelity Natur...	2018-09-28	Code
12	ReACGAN	96.299	No	Rebooting ACGAN: Auxiliary Classifier GANs with ...	2021-11-01	Code
13	S3 GAN	83.1	No	High-Fidelity Image Generation With Fewer Labels	2019-03-06	Code
14	HamGAN	58.75	No	Is Attention Better Than Matrix Decomposition?	2021-09-09	Code
15	Your Local GAN	57.22	No	Your Local GAN: Designing Two Dimensional Local ...	2019-11-27	Code
16	FQ-GAN	54.36	No	Feature Quantization Improves GAN Training	2020-04-05	Code
17	SAGAN	52.52	Yes	Self-Attention Generative Adversarial Networks	2018-05-21	Code
18	Projection Discriminator	36.8	Yes	cGANs with Projection Discriminator	2018-02-15	Code
19	AC-GAN	28.5	Yes	Conditional Image Synthesis With Auxiliary Class...	2016-10-30	Code

#1Omni-INR-GANSOTA
262.85
Inception score· 2020-11-26
Omni-GAN: On the Secrets of cGANs and Beyond Code
#2Omni-GAN
190.94
Inception score· 2020-11-26
Omni-GAN: On the Secrets of cGANs and Beyond Code
#3simple diffusion (U-ViT, L)
171.9
Inception score· 2023-01-26
Simple diffusion: End-to-end diffusion for high resolution images Code
#4ADM-G + EDS + ECT (ED-DPM, classifier_scale=0.6)
169.24
Inception score· 2022-06-23
Entropy-driven Sampling and Training Scheme for Conditional Diffusion Generation Code
#5ADM-G + EDS (ED-DPM, classifier_scale=0.4)
159.72
Inception score· 2022-06-23
Entropy-driven Sampling and Training Scheme for Conditional Diffusion Generation Code
#6simple diffusion (U-Net)
137.3
Inception score· 2023-01-26
Simple diffusion: End-to-end diffusion for high resolution images Code
#7BigGAN-deepSOTA
124.5
Inception score· Extra Data· 2018-09-28
Large Scale GAN Training for High Fidelity Natural Image Synthesis Code
#8BigGAN + instance selection
114.32
Inception score· 2020-07-30
Instance Selection for GANs Code
#9IC-GAN + DA
108.6
Inception score· 2021-09-10
Instance-Conditioned GAN Code
#10ADC-GAN
108.1
Inception score· 2021-07-21
Conditional GANs with Auxiliary Discriminative Classifier Code
#11BigGAN
98.8
Inception score· Extra Data· 2018-09-28
Large Scale GAN Training for High Fidelity Natural Image Synthesis Code
#12ReACGAN
96.299
Inception score· 2021-11-01
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Code
#13S3 GAN
83.1
Inception score· 2019-03-06
High-Fidelity Image Generation With Fewer Labels Code
#14HamGAN
58.75
Inception score· 2021-09-09
Is Attention Better Than Matrix Decomposition?Code
#15Your Local GAN
57.22
Inception score· 2019-11-27
Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models Code
#16FQ-GAN
54.36
Inception score· 2020-04-05
Feature Quantization Improves GAN Training Code
#17SAGANSOTA
52.52
Inception score· Extra Data· 2018-05-21
Self-Attention Generative Adversarial Networks Code
#18Projection DiscriminatorSOTA
36.8
Inception score· Extra Data· 2018-02-15
cGANs with Projection Discriminator Code
#19AC-GANSOTA
28.5
Inception score· Extra Data· 2016-10-30
Conditional Image Synthesis With Auxiliary Classifier GANs Code