Cargando…

Testing a Deep Learning Algorithm for Detection of Diabetic Retinopathy in a Spanish Diabetic Population and with MESSIDOR Database

Background: The aim of the present study was to test our deep learning algorithm (DLA) by reading the retinographies. Methods: We tested our DLA built on convolutional neural networks in 14,186 retinographies from our population and 1200 images extracted from MESSIDOR. The retinal images were graded...

Descripción completa

Detalles Bibliográficos
Autores principales:	Baget-Bernaldiz, Marc, Pedro, Romero-Aroca, Santos-Blanco, Esther, Navarro-Gil, Raul, Valls, Aida, Moreno, Antonio, Rashwan, Hatem A., Puig, Domenec
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8394605/ https://www.ncbi.nlm.nih.gov/pubmed/34441319 http://dx.doi.org/10.3390/diagnostics11081385

Ejemplares similares

Validation of an Algorithm for the Prediction of Diabetic Retinopathy in Type 1 Diabetic Patients in a Spanish Population
por: Romero-Aroca, Pedro, et al.
Publicado: (2022)

A Clinical Decision Support System for Diabetic Retinopathy Screening: Creating a Clinical Support Application
por: Romero-Aroca, Pedro, et al.
Publicado: (2019)

Differences in Multifocal Electroretinogram Study in Two Populations of Type 1 and Type 2 Diabetes Mellitus Patients without Diabetic Retinopathy
por: Romero-Aroca, Pedro, et al.
Publicado: (2022)

The Effect of HbA(1c) Variability as a Risk Measure for Microangiopathy in Type 1 Diabetes Mellitus
por: Romero-Aroca, Pedro, et al.
Publicado: (2021)

Validation of a Diagnostic Support System for Diabetic Retinopathy Based on Clinical Parameters
por: Romero-Aroca, Pedro, et al.
Publicado: (2021)

Glomerular Filtration Rate and/or Ratio of Urine Albumin to Creatinine as Markers for Diabetic Retinopathy: A Ten-Year Follow-Up Study
por: Romero-Aroca, Pedro, et al.
Publicado: (2018)

Impact of the COVID-19 Pandemic on the Metabolic Control of Diabetic Patients in Diabetic Retinopathy and Its Screening
por: Romero-Aroca, Pedro, et al.
Publicado: (2022)

Diabetic Macular Edema Pathophysiology: Vasogenic versus Inflammatory
por: Romero-Aroca, Pedro, et al.
Publicado: (2016)

Prospective comparison of two methods of screening for diabetic retinopathy by nonmydriatic fundus camera
por: Romero-Aroca, Pedro, et al.
Publicado: (2010)

Effect of Lipids on Diabetic Retinopathy in a Large Cohort of Diabetic Patients after 10 Years of Follow-Up
por: Romero-Aroca, Pedro, et al.
Publicado: (2023)

Real-world outcomes of a clinical decision support system for diabetic retinopathy in Spain
por: Romero-Aroca, Pedro, et al.
Publicado: (2022)

Laser Treatment for Diabetic Macular Edema in the 21(st) Century
por: Romero-Aroca, Pedro, et al.
Publicado: (2014)

Cost of diabetic retinopathy and macular oedema in a population, an eight year follow up
por: Romero-Aroca, Pedro, et al.
Publicado: (2016)

Multifocal electroretinography changes at the 1-year follow-up in a cohort of diabetic macular edema patients treated with ranibizumab
por: Baget-Bernaldiz, Marc, et al.
Publicado: (2017)

Changes in the Epidemiology of Diabetic Retinopathy in Spain: A Systematic Review and Meta-Analysis
por: Romero-Aroca, Pedro, et al.
Publicado: (2022)

Risk Factors for Recurrent Vitreous Hemorrhage in Type 2 Diabetes Mellitus Patients after Posterior Vitrectomy
por: Baget-Bernaldiz, Marc, et al.
Publicado: (2023)

Differences in incidence of diabetic retinopathy between type 1 and 2 diabetes mellitus: a nine-year follow-up study
por: Romero-Aroca, Pedro, et al.
Publicado: (2017)

Changes observed in diabetic retinopathy: eight-year follow-up of a Spanish population
por: Romero-Aroca, Pedro, et al.
Publicado: (2016)

Deep Monocular Depth Estimation Based on Content and Contextual Features
por: Abdulwahab, Saddam, et al.
Publicado: (2023)

Differences between the combination of the 25-gauge vitrectomy with phacoemulsification versus 20-gauge vitrectomy and phacofragmentation
por: Romero-Aroca, Pere, et al.
Publicado: (2009)

Monocular Depth Estimation Using Deep Learning: A Review
por: Masoumian, Armin, et al.
Publicado: (2022)

Management of nucleus loss into the vitreous: long term follow up in 63 patients
por: Romero-Aroca, Pedro, et al.
Publicado: (2007)

An Enhanced Scheme for Reducing the Complexity of Pointwise Convolutions in CNNs for Image Classification Based on Interleaved Grouped Filters without Divisibility Constraints
por: Schwarz Schuler, Joao Paulo, et al.
Publicado: (2022)

Four-Year Incidence of Diabetic Retinopathy in a Spanish Cohort: The MADIABETES Study
por: Salinero-Fort, Miguel Á., et al.
Publicado: (2013)

Diaretinopathy database –A Gene database for diabetic retinopathy
por: Vidhya, Gopalakrishnan, et al.
Publicado: (2014)

Validity of Optical Coherence Tomography as a Diagnostic Method for Diabetic Retinopathy and Diabetic Macular Edema
por: Azrak, Cesar, et al.
Publicado: (2015)

Fully Automated Breast Density Segmentation and Classification Using Deep Learning
por: Saffari, Nasibeh, et al.
Publicado: (2020)

Diabetic retinopathy as a predictor of cardiovascular morbidity and mortality in subjects with type 2 diabetes
por: Barrot, Joan, et al.
Publicado: (2022)

Update on Diagnosis and Treatment of Diabetic Retinopathy: A Consensus Guideline of the Working Group of Ocular Health (Spanish Society of Diabetes and Spanish Vitreous and Retina Society)
por: Corcóstegui, Borja, et al.
Publicado: (2017)

A New Deep Learning Algorithm with Activation Mapping for Diabetic Retinopathy: Backtesting after 10 Years of Tele-Ophthalmology
por: Pareja-Ríos, Alicia, et al.
Publicado: (2022)

Vitamin D Deficiency Is Associated with the Presence and Severity of Diabetic Retinopathy in Type 2 Diabetes Mellitus
por: Alcubierre, Nuria, et al.
Publicado: (2015)

Constructing Benchmark Databases and Protocols for Medical Image Analysis: Diabetic Retinopathy
por: Kauppi, Tomi, et al.
Publicado: (2013)

Targeting the Pathophysiology of Diabetic Macular Edema
por: Romero-Aroca, Pedro
Publicado: (2010)

Ocular Complications of Diabetes and Therapeutic Approaches
por: Romero-Aroca, Pedro
Publicado: (2022)

Type 1 Diabetic Subjects with Diabetic Retinopathy Show an Unfavorable Pattern of Fat Intake
por: Granado-Casas, Minerva, et al.
Publicado: (2018)

Diabetic Retinopathy
por: Sears, Marvin L.
Publicado: (1975)

Diabetic retinopathy
Publicado: (2011)

Diabetic retinopathy
por: Shaya, Fadia T, et al.
Publicado: (2007)

Prevalence of diabetic retinopathy and vision-threatening diabetic retinopathy in adults with diabetes in China
por: Hou, Xuhong, et al.
Publicado: (2023)

Diabetic retinopathy is associated with the presence and burden of subclinical carotid atherosclerosis in type 1 diabetes
por: Carbonell, Marc, et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_5rbaanuh12fsqfgp712957sh63