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Browsing by Author "Díaz-Pinto, Andrés Yesid"

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Browsing by Author "Díaz-Pinto, Andrés Yesid"

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    Computer-aided Glaucoma Diagnosis using Stochastic Watershed Transformation on Single Fundus Images 
    Díaz-Pinto, Andrés Yesid; Morales, Sandra; Naranjo Ornedo, Valeriana; Navea, Amparo (American Scientific Publishers, 2019)
    [EN] Glaucoma is a chronic eye disease and one of the major causes of permanent blindness. Since it does not show initial symptoms, early diagnosis is important to limit its progression. This paper presents an automatic ...
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    Retinal Image Synthesis and Semi-supervised Learning for Glaucoma Assessment 
    Díaz-Pinto, Andrés Yesid; Colomer, Adrián; Naranjo Ornedo, Valeriana; Morales, Sandra; Xu, Yanwu; Frangi, Alejandro F. (Institute of Electrical and Electronics Engineers, 2019)
    [EN] Recent works show that Generative Adversarial Networks (GANs) can be successfully applied to image synthesis and semi-supervised learning, where, given a small labelled database and a large unlabelled database, the ...
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    Retinal Image Synthesis for Glaucoma Assessment using DCGAN and VAE Models 
    Díaz-Pinto, Andrés Yesid; Colomer, Adrián; Naranjo Ornedo, Valeriana; Morales, Sandra; Xu, Yanwu; Frangi, Alejandro F. (Springer, 2019-07-24)
    The performance of a Glaucoma assessment system is highly affected by the number of labelled images used during the training stage. However, labelled images are often scarce or costly to obtain. In this paper, we address ...