Listar AA. Gibiome por autor "c280ba13fd48e8dbf9cdbc8179aa9c94"
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A lightweight deep learning model for mobile eye fundus image quality assessment
Perdomo Charry, Oscar Julian; Gonzalez Osorio, Fabio; Perez Perez, Andrés (SPIEEstados Unidos, 2020)Image acquisition and automatic quality analysis are fundamental stages and tasks to support an accurate ocular diagnosis. In particular, when eye fundus image quality is not appropriate, it can hinder the diagnosis task ... -
Classification of diabetes-related retinal diseases using a deep learning approach in optical coherence tomography
Perdomo Charry, Oscar Julian; Gonzalez Osorio, Fabio; Otalora Montenegro, Juan Sebastian; Rodriguez Alvira, Francisco Jose; Muller, Henning; Meriaudeau, Fabrice; Rios Calixto, Hernan Andrés (ElsevierIreland, 2019)Background and objectives: Spectral Domain Optical Coherence Tomography (SD-OCT) is a volumetric imaging technique that allows measuring patterns between layers such as small amounts of fluid. Since 2012, automatic medical ... -
ClusteringProposal Supportfor theCOVID-19 Making Decision Process in a Data Demanding Scenario
Orjuela Canon, Alvaro David; Perdomo Charry, Oscar Julian (Sociedad de Informática IEEEEstados Unidos, 2021)The COVID-19 disease surprised the world in the last monthsdue to the number of infections and deaths have been increased in an exponential way.Since the pandemic was established by the World Health Organization, ... -
Comparison of machine learning models for the prediction of cancer cells using MHC class I complexes
Orjuela Canon, Alvaro David; Perdomo Charry, Oscar Julian (SPIEEstados Unidos, 2020)Currently, cancer is the leading cause of death worldwide, making millions of deaths annually in developing countries due to a shortage of detection and treatment. Early detection of cancer neoantigens is useful for ... -
Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification
Gonzalez Osorio, Fabio; Perdomo Charry, Oscar Julian; Toledo Cortes, Santiago; De La Pava, Melissa (Springer Science, 2020)La retinopatía diabética (RD) es una de las complicaciones microvasculares de la diabetes mellitus, que sigue siendo una de las principales causas de ceguera en todo el mundo. Los modelos computacionales basados en redes ... -
Segmentation of retinal fluids and hyperreflective foci using deep learning approach in optical coherence tomography scans
Gonzalez Osorio, Fabio; Perdomo Charry, Oscar Julian; Sanchez, Yeison D.; Nieto, Bernardo; Padilla, Fabio D. (SPIEEstados Unidos, 2020)Retinal diseases are a common cause of blindness around the world, early detection of clinical findings can help to avoid vision loss in patients. Optical coherence tomography images have been widely used to diagnose retinal ...