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Fundus To Angiography Generation On Fundus

Métriques

FID

Kernel Inception Distance

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	FID	Kernel Inception Distance	Paper Title	Repository
Attention2Angio w/o Perceptual Loss	20.7	0.00392	Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks	-
Attention2Angio w/o Perceptual Loss + Feature Matching Loss	47.5	0.00595	Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks	-
VTGAN	17.3	0.00053	VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision Transformers
pix2pix	48.6	-	Image-to-Image Translation with Conditional Adversarial Networks
Fundus2Angio	30.3	0.00184	Fundus2Angio: A Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography	-
pix2pixHD	42.8	0.00258	High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
U-GAT-IT	24.5	0.00131	U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation
Attention2Angio	24.6	0.00087	Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks	-
StarGAN-v2	27.7	0.00118	StarGAN v2: Diverse Image Synthesis for Multiple Domains

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