Image Generation on Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	VTGAN	17.3	No	VTGAN: Semi-supervised Retinal Image Synthesis a...	2021-04-14	Code
2	Attention2Angio w/o Perceptual Loss	20.7	No	Attention2AngioGAN: Synthesizing Fluorescein Ang...	2020-07-17	Code
3	U-GAT-IT	24.5	No	U-GAT-IT: Unsupervised Generative Attentional Ne...	2019-07-25	Code
4	Attention2Angio	24.6	No	Attention2AngioGAN: Synthesizing Fluorescein Ang...	2020-07-17	Code
5	StarGAN-v2	27.7	No	StarGAN v2: Diverse Image Synthesis for Multiple...	2019-12-04	Code
6	Fundus2Angio	30.3	No	Fundus2Angio: A Conditional GAN Architecture for...	2020-05-11	-
7	pix2pixHD	42.8	No	High-Resolution Image Synthesis and Semantic Man...	2017-11-30	Code
8	Attention2Angio w/o Perceptual Loss + Feature Matching Loss	47.5	No	Attention2AngioGAN: Synthesizing Fluorescein Ang...	2020-07-17	Code
9	pix2pix	48.6	No	Image-to-Image Translation with Conditional Adve...	2016-11-21	Code

#1VTGANSOTA
17.3
FID· 2021-04-14
VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision Transformers Code
#2Attention2Angio w/o Perceptual LossSOTA
20.7
FID· 2020-07-17
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks Code
#3U-GAT-ITSOTA
24.5
FID· 2019-07-25
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation Code
#4Attention2Angio
24.6
FID· 2020-07-17
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks Code
#5StarGAN-v2
27.7
FID· 2019-12-04
StarGAN v2: Diverse Image Synthesis for Multiple Domains Code
#6Fundus2Angio
30.3
FID· 2020-05-11
Fundus2Angio: A Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography
#7pix2pixHDSOTA
42.8
FID· 2017-11-30
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Code
#8Attention2Angio w/o Perceptual Loss + Feature Matching Loss
47.5
FID· 2020-07-17
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks Code
#9pix2pixSOTA
48.6
FID· 2016-11-21
Image-to-Image Translation with Conditional Adversarial Networks Code