Text-to-Image Generation on Oxford 102 Flowers

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FID 낮을수록 좋음

Rank	Model	FID	Inception score	Extra Training Data	Paper	Code	Year
1	RAT-Diffusion	9.52	4.35	✓	Data Extrapolation for Text-to-image Generation on Small Datasets	senmaoy/RAT-Diffusion	2024
2	VQ-Diffusion-F	14.1	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
3	VQ-Diffusion-B	14.88	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
4	VQ-Diffusion-S	14.95	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
5	RAT-GAN	16.04	4.09		Recurrent Affine Transformation for Text-to-image Synthesis	senmaoy/recurrent-affine-transformation-for-text-to-image-synthesis · senmaoy/RAT-Diffusion	2022
6	StackGAN-v2	48.68	3.26		StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · taoxugit/AttnGAN · hanzhanggit/StackGAN-v2 · +13	2017
7	StackGAN-v1	55.28	3.2		StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · taoxugit/AttnGAN · hanzhanggit/StackGAN-v2 · +13	2017
8	StackGAN	–	3.2		StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · hanzhanggit/StackGAN-Pytorch · hanzhanggit/StackGAN-inception-model · +18	2016
9	RAT-Diffusion	9.52	4.35	✓	Data Extrapolation for Text-to-image Generation on Small Datasets	senmaoy/RAT-Diffusion	2024
10	VQ-Diffusion-F	14.1	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
11	VQ-Diffusion-B	14.88	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
12	VQ-Diffusion-S	14.95	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
13	RAT-GAN	16.04	4.09		Recurrent Affine Transformation for Text-to-image Synthesis	senmaoy/recurrent-affine-transformation-for-text-to-image-synthesis · senmaoy/RAT-Diffusion	2022
14	StackGAN-v2	48.68	3.26		StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · taoxugit/AttnGAN · hanzhanggit/StackGAN-v2 · +13	2017
15	StackGAN-v1	55.28	3.2		StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · taoxugit/AttnGAN · hanzhanggit/StackGAN-v2 · +13	2017
16	StackGAN	–	3.2		StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks	hanzhanggit/StackGAN · hanzhanggit/StackGAN-Pytorch · hanzhanggit/StackGAN-inception-model · +18	2016
17	RAT-Diffusion	9.52	4.35	✓	Data Extrapolation for Text-to-image Generation on Small Datasets	senmaoy/RAT-Diffusion	2024
18	VQ-Diffusion-F	14.1	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
19	VQ-Diffusion-B	14.88	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021
20	VQ-Diffusion-S	14.95	–	✓	Vector Quantized Diffusion Model for Text-to-Image Synthesis	microsoft/vq-diffusion · cientgu/vq-diffusion	2021