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

Metric: Kernel Inception Distance (higher is better)

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#	Model↕	Kernel Inception Distance▼	Extra Data	Paper	Date↕	Code
1	Attention2Angio w/o Perceptual Loss + Feature Matching Loss	0.00595	No	Attention2AngioGAN: Synthesizing Fluorescein Ang...	2020-07-17	Code
2	Attention2Angio w/o Perceptual Loss	0.00392	No	Attention2AngioGAN: Synthesizing Fluorescein Ang...	2020-07-17	Code
3	pix2pixHD	0.00258	No	High-Resolution Image Synthesis and Semantic Man...	2017-11-30	Code
4	Fundus2Angio	0.00184	No	Fundus2Angio: A Conditional GAN Architecture for...	2020-05-11	-
5	U-GAT-IT	0.00131	No	U-GAT-IT: Unsupervised Generative Attentional Ne...	2019-07-25	Code
6	StarGAN-v2	0.00118	No	StarGAN v2: Diverse Image Synthesis for Multiple...	2019-12-04	Code
7	Attention2Angio	0.00087	No	Attention2AngioGAN: Synthesizing Fluorescein Ang...	2020-07-17	Code
8	VTGAN	0.00053	No	VTGAN: Semi-supervised Retinal Image Synthesis a...	2021-04-14	Code

#1Attention2Angio w/o Perceptual Loss + Feature Matching LossSOTA
0.00595
Kernel Inception Distance· 2020-07-17
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks Code
#2Attention2Angio w/o Perceptual Loss
0.00392
Kernel Inception Distance· 2020-07-17
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks Code
#3pix2pixHDSOTA
0.00258
Kernel Inception Distance· 2017-11-30
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Code
#4Fundus2Angio
0.00184
Kernel Inception Distance· 2020-05-11
Fundus2Angio: A Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography
#5U-GAT-IT
0.00131
Kernel Inception Distance· 2019-07-25
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation Code
#6StarGAN-v2
0.00118
Kernel Inception Distance· 2019-12-04
StarGAN v2: Diverse Image Synthesis for Multiple Domains Code
#7Attention2Angio
0.00087
Kernel Inception Distance· 2020-07-17
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks Code
#8VTGAN
0.00053
Kernel Inception Distance· 2021-04-14
VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision Transformers Code