10-shot image generation on CUB

Metric: Inception score (higher is better)

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#	Model↕	Inception score▼	Extra Data	Paper	Date↕	Code
1	Swinv2-Imagen	8.44	No	Swinv2-Imagen: Hierarchical Vision Transformer D...	2022-10-18	-
2	RAT-Diffusion	6.56	Yes	Data Extrapolation for Text-to-image Generation ...	2024-10-02	Code
3	Lafite	5.97	Yes	LAFITE: Towards Language-Free Training for Text-...	2021-11-27	Code
4	RAT-GAN	5.36	No	Recurrent Affine Transformation for Text-to-imag...	2022-04-22	Code
5	DF-GAN	4.86	No	DF-GAN: A Simple and Effective Baseline for Text...	2020-08-13	Code
6	DM-GAN+CL	4.77	No	Improving Text-to-Image Synthesis Using Contrast...	2021-07-06	Code
7	DM-GAN+CL	4.77	No	Improving Text-to-Image Synthesis Using Contrast...	2021-07-06	Code
8	Attention-driven Generator (perceptual loss)	4.58	No	Controllable Text-to-Image Generation	2019-09-16	Code
9	MirrorGAN	4.56	No	MirrorGAN: Learning Text-to-image Generation by ...	2019-03-14	Code
10	AttnGAN+CL	4.42	No	Improving Text-to-Image Synthesis Using Contrast...	2021-07-06	Code
11	AttnGAN	4.36	No	AttnGAN: Fine-Grained Text to Image Generation w...	2017-11-28	Code
12	StackGAN-v2	3.82	No	StackGAN++: Realistic Image Synthesis with Stack...	2017-10-19	Code
13	StackGAN-v1	3.7	No	StackGAN++: Realistic Image Synthesis with Stack...	2017-10-19	Code
14	StackGAN	3.7	No	StackGAN: Text to Photo-realistic Image Synthesi...	2016-12-10	Code
15	GAWWN	3.62	Yes	Learning What and Where to Draw	2016-10-08	-

#1Swinv2-ImagenSOTA
8.44
Inception score· 2022-10-18
Swinv2-Imagen: Hierarchical Vision Transformer Diffusion Models for Text-to-Image Generation
#2RAT-Diffusion
6.56
Inception score· Extra Data· 2024-10-02
Data Extrapolation for Text-to-image Generation on Small Datasets Code
#3LafiteSOTA
5.97
Inception score· Extra Data· 2021-11-27
LAFITE: Towards Language-Free Training for Text-to-Image Generation Code
#4RAT-GAN
5.36
Inception score· 2022-04-22
Recurrent Affine Transformation for Text-to-image Synthesis Code
#5DF-GANSOTA
4.86
Inception score· 2020-08-13
DF-GAN: A Simple and Effective Baseline for Text-to-Image Synthesis Code
#6DM-GAN+CL
4.77
Inception score· 2021-07-06
Improving Text-to-Image Synthesis Using Contrastive Learning Code
#7DM-GAN+CL
4.77
Inception score· 2021-07-06
Improving Text-to-Image Synthesis Using Contrastive Learning Code
#8Attention-driven Generator (perceptual loss)SOTA
4.58
Inception score· 2019-09-16
Controllable Text-to-Image Generation Code
#9MirrorGANSOTA
4.56
Inception score· 2019-03-14
MirrorGAN: Learning Text-to-image Generation by Redescription Code
#10AttnGAN+CL
4.42
Inception score· 2021-07-06
Improving Text-to-Image Synthesis Using Contrastive Learning Code
#11AttnGANSOTA
4.36
Inception score· 2017-11-28
AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks Code
#12StackGAN-v2SOTA
3.82
Inception score· 2017-10-19
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks Code
#13StackGAN-v1
3.7
Inception score· 2017-10-19
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks Code
#14StackGANSOTA
3.7
Inception score· 2016-12-10
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Code
#15GAWWNSOTA
3.62
Inception score· Extra Data· 2016-10-08
Learning What and Where to Draw