| Department | Computer Science and Information Technologies |
| Knowledgment area | Computational Science and Artificial Intelligence |
| Research | Research group Grupo de Visión Artificial y Reconocimiento de Patrones |
| Research lines | No data available from Curriculum Management System at UDC. (SUXI). |
| Contacto | UDC directory |
| Orcid id0000-0002-9080-9836 ResearcherIDD-8888-2019 Scopus57204014400 | |
This section shows the teaching given in degrees, masters and other officers studies in last 6 years.
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
| Human Machine Interfaces | Compulsory | 0 | 30 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Human Machine Interfaces
Degree in Computer Engineering
|
Compulsory | 0 | 30 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Human Machine Interfaces
Degree in Computer Engineering
|
Compulsory | 0 | 30 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Computer Science Preliminaries
Degree in Computer Engineering
|
Core | 0 | 52 |
|
Theoretical Computer Science
Degree in Computer Engineering
|
Optional | 0 | 8 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Computer Science Preliminaries
Degree in Computer Engineering
|
Core | 0 | 52 |
|
Human Machine Interfaces
Degree in Computer Engineering
|
Compulsory | 0 | 8 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Computer Science Preliminaries
Degree in Computer Engineering
|
Core | 0 | 25 |
|
Human Machine Interfaces
Degree in Computer Engineering
|
Compulsory | 0 | 35 |
No available EOG works or final master thesis directed by current teacher since 2013 year.
Select merit type and year to query research merits.
Axuda para a consolidación e estruturación de unidades de investigación competitivas. GRC 2024
| Funding entity | Consellería de Educación, Ciencia, Universidades e Formación Profesional |
| Main researches | Marcos Ortega Hortas |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2024 to 20/11/2027 |
Desarrollo de herramientas basadas en aprendizaje máquina y visión artificial para la automatización de la histomorfometría
| Funding entity | Ibonelab S.L. |
| Main researches | N. Barreira |
| Type | Contrato |
| Dates | From 01/01/2023 to 21/12/2023 |
Diagnóstico digital: transformando la detección y manejo de pacientes en enfermedades neurovasculares"
| Funding entity | Ministerio de Ciencia e Innovación |
| Main researches | Marcos Ortega Hortas (IP1) / Jorge Novo Buján (IP2) |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/12/2022 to 30/11/2024 |
Mejoras en el diagnóstico e investigación clínica mediante tecnologías inteligentes aplicadas a imagen oftalmológica
| Funding entity | Ministerio de Ciencia e Innovación |
| Main researches | Marcos Ortega Hortas |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/12/2022 to 30/11/2024 |
Análisis de variables vasculares en imagen de retina (AVASIR)
| Funding entity | Instituto Universitario de Investigación en Atención Primaria (IDIAP) Jordi Gol |
| Main researches | M. Ortega |
| Type | Contrato |
| Dates | From 01/03/2022 to 31/12/2025 |
Sensórica, cómputo y almacenamiento de alto rendimiento para soporte de tecnologías de inteligencia artificial y robótica de vehículos autónomos
| Funding entity | Ministerio de Ciencia, Innovación y Universidades |
| Main researches | Manuel González Penedo |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/01/2020 to 31/12/2020 |
Evaluación de pacientes con DMAE Húmeda mediante visión artificial (EDMAEVA)
| Funding entity | Instituto de Investigación sanitaria de Santiago de Compostela (IDIS) |
| Main researches | M. G. Penedo |
| Type | Contrato |
| Dates | From 01/02/2020 to 31/12/2020 |
CADIA- Desarrollo y validación de una metodología de detección y conteo de núcleos celulares en imágenes histopatológicas teñidas por hematoxilina y eosina y almacenadas en una estructura dicom wsi
| Funding entity | UTE VICOMTECH INYCOM |
| Main researches | Marcos Ortega Hortas, Jorge Novo Buján |
| Type | Contrato |
| Dates | From 22/01/2020 to 20/12/2020 |
OCUEXPLORER
| Funding entity | Centro Internacional de Oftalmología Avanzada (CIOA) |
| Main researches | Marcos Ortega Hortas / Jorge Novo Buján |
| Type | Contrato |
| Dates | From 15/07/2020 to 15/07/2021 |
CUANTIFICACION Y CARACTERIZACION COMPUTACIONAL DE IMAGEN MULTIMODAL OFTALMOLOGICA: ESTUDIOS EN ESCLEROSIS MULTIPLE
| Funding entity | Ministerio de Ciencia e Innovación |
| Main researches | Manuel González Penedo; José Rouco Maseda |
| Type | Proyecto Programas Nacionales |
| Dates | From 03/09/2020 to 31/12/2023 |
Desarrollo de tecnologías inteligentes para diagnóstico de la DMAE basadas en el análisis automático de nuevas modalidades heterogéneas de adquisición de imagen oftalmológica
| Funding entity | Ministerio de Ciencia, Innovación y Universidades |
| Main researches | Marcos Ortega Hortas / Enrique Javier Carmona Suárez |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/01/2019 to 31/12/2022 |
CONCORDANCE: Collision avOidaNCe fOR UAVs using Deep leArNing teChniques and optimized sEnsor design
| Funding entity | Fundación CITIC de Galicia |
| Main researches | Paula Fraga Lamas / Lucía Ramos García |
| Type | Proyecto Otros Programas |
| Dates | From 15/06/2018 to 31/07/2019 |
Análisis de AVR en imagen de retina (AVIR)
| Funding entity | INSTITUTO UNIVERSITARIO DE INVESTIGACIÓN EN ATENCIÓN PRIMARIA IDIAP |
| Main researches | Manuel González Penedo |
| Type | Contrato |
| Dates | From 15/07/2018 to 15/01/2020 |
Técnicas de visión artificial para la detección automática de puntos críticos en mantenimiento vial (AUTOVÍA)
| Funding entity | ENXENIO, S.L. |
| Main researches | Manuel González Penedo |
| Type | Contrato |
| Dates | From 21/12/2018 to 31/12/2019 |
PortsPlatform: Vision Artificial y SCA para SmartPort Aviles y Plataforma AGATA
| Funding entity | Agatha Tecnology S.L. |
| Main researches | Marcos Ortega Hortas; Miguel Gonzalez Lopez |
| Type | Contrato |
| Dates | From 01/06/2018 to 31/12/2019 |
Análisis de Retina Arteria Vena (AIRAV)
| Funding entity | Instituto de Investigación Respira |
| Main researches | Manuel G. Penedo |
| Type | Contrato |
| Dates | From 26/12/2018 to 31/12/2019 |
Axudas para a consolidación e estruturación de unidades de investigación competitivas-GRC
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | Manuel Francisco González Penedo |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2017 to 31/12/2019 |
IDENTIFICACION Y CARACTERIZACION DEL EDEMA MACULAR DIABETICO MEDIANTE ANALISIS AUTOMATICO DE TOMOGRAFIAS DE COHERENCIA OPTICA Y TECNICAS DE APRENDIZAJE MAQUINA
| Funding entity | Ministerio de Economía y Competitividad |
| Main researches | Manuel González Penedo; Noelia Barreira |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/01/2016 to 31/12/2019 |
Axudas para a acreditación, estruturación e mellora de centros de investigación singulares e agrupacións estratéxicas consolidadas do Sistema universitario de Galicia, cofinanciadas polo Fondo Europeo de Desenvolvemento Rexional (Feder), no marco do programa operativo Feder Galicia 2014-2020
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | Manuel F. González Penedo |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2016 to 30/11/2019 |
Early Prevention of Diabetes Complications in Europe (E-PREDICE)
| Funding entity | COMISIÓN EUROPEA |
| Main researches | R. Gabriel |
| Type | Proyecto UE |
| Dates | From 01/01/2012 to 31/12/2017 |
Herramienta para el registro de retinografías mediante detección de cruces y bifurcaciones en vasos sanguíneos RReCruBi
| Type | Software Registrado |
| Entity | Universidade da Coruña (UDC) |
| Authors | Marcos Ortega Hortas, Jorge Novo Buján, J. Rouco, Álvaro S. Hervella, David Rivas-Villar |
| Application date | 31/03/2022 |
Herramienta para la evaluación de riesgo de patología retiniana usando retinografía. RETINA-RISK
| Type | Software Registrado |
| Entity | Universidade da Coruña |
| Authors | M. Ortega, J. Novo, J. Rouco, M.G. Penedo, A. S. Hervella |
| Application date | 31/03/2022 |
Herramienta para la segmentación de arterias, venas y vasos sanguíneos en retinografía.HSAVSR
| Type | Software Registrado |
| Entity | Universidade da Coruña |
| Authors | J. Novo, J. Rouco, A. S. Hervella, José Morano |
| Application date | 31/03/2022 |
Herramienta para la detección de landmarks vasculares en retinografía usando redes neuronales. RETINA DEEP - LANDMARKS
| Type | Software Registrado |
| Entity | Universidade da Coruña (UDC) |
| Authors | M.G. Penedo, M Ortega, N. Barreira, J. Novo, J. Rouco, A. S. Hervella |
| Application date | 06/02/2020 |
Herramienta para la segmentación de estructuras vasculares en retinografía usando redes neuronales.-RETINA-DEEP-VASOS
| Type | Software Registrado |
| Entity | Universidade da Coruña |
| Authors | M.G. Penedo, M Ortega, Noelia Barreira Rodríguez, J. Novo, J. Rouco, A. S. Hervella, L. Ramos |
| Application date | 06/02/2020 |
Herramienta para la medición automática de la tortuosidad vascular en imágenes de retina usando propiedades anatómicas
| Type | Software Registrado |
| Entity | Universidade da Coruña |
| Authors | M.G. Penedo, M Ortega, Noelia Barreira Rodríguez, J. Novo, J. Rouco, A. S. Hervella, L. Ramos |
| Application date | 06/02/2020 |
Context Encoder Transfer Learning Approaches for Retinal Image Analysis
| Authors | D. I. Morís, Álvaro S. Hervella, J. Rouco, Jorge Novo Buján, Marcos Ortega Hortas |
| Journal | COMPUTERS IN BIOLOGY AND MEDICINE Vol. 152 (pages 1 to 14) |
| DOI | https://doi.org/10.1016/j.compbiomed.2022.106451 |
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning
| Authors | José Morano, A. S. Hervella, J. Rouco, Jorge Novo, José Ignacio Fernández-Vigo, Marcos Ortega |
| Journal | Computer Methods and Programs in Biomedicine Vol. 229 (pages 1 to 20) |
| DOI | https://doi.org/10.1016/j.cmpb.2022.107296 |
Color fundus image registration using a learning-based domain-specific landmark detection methodology
| Authors | David Rivas-Villar, Álvaro S. Hervella, J. Rouco, Jorge Novo |
| Journal | COMPUTERS IN BIOLOGY AND MEDICINE Vol. 140 (pages 1 to 14) |
| DOI | https://doi.org/10.1016/j.compbiomed.2021.105101 |
End-to-end multi-task learning for simultaneous optic disc and cup segmentation and glaucoma classification in eye fundus images
| Authors | Álvaro S. Hervella, J. Rouco, J. Novo, M. Ortega |
| Journal | Applied Soft Computing Vol. 116 (pages 1 to 13) |
| DOI | https://doi.org/10.1016/j.asoc.2021.108347 |
Retinal microaneurysm detection using adversarial pre-training with unlabeled multimodal images
| Authors | Álvaro S. Hervella, J. Rouco, J. Novo, M. Ortega |
| Journal | Information Fusion Vol. 79 (pages 146 to 161) |
| DOI | https://doi.org/10.1016/j.inffus.2021.10.003 |
Multimodal image encoding pre-training for diabetic retinopathy grading
| Authors | A. S. Hervella, J. Rouco, J. Novo, M. Ortega |
| Journal | COMPUTERS IN BIOLOGY AND MEDICINE Vol. 143 (pages 1 to 14) |
| DOI | https://doi.org/10.1016/j.compbiomed.2022.105302 |
Simultaneous segmentation and classification of the retinal arteries and veins from color fundus images
| Authors | J. Morano, Álvaro S. Hervella, Jorge Novo, J. Rouco |
| Journal | ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 118 (pages 1 to 17) |
| DOI | https://doi.org/10.1016/j.artmed.2021.102116 |
Self-supervised multimodal reconstruction pre-training for retinal computer-aided diagnosis
| Authors | Álvaro S. Hervella, J. Rouco, Jorge Novo Buján, Marcos Ortega Hortas |
| Journal | Expert Systems with Applications Vol. 185 |
| DOI | https://doi.org/10.1016/j.eswa.2021.115598 |
Deep multi-instance heatmap regression for the detection of retinal vessel crossings and bifurcations in eye fundus images
| Authors | A. S. Hervella, J. Rouco, J. Novo, M.G. Penedo, M. Ortega |
| Journal | Computer Methods and Programs in Biomedicine Vol. 186 (pages 1 to 12) |
| DOI | https://doi.org/10.1016/j.cmpb.2019.105201 |
Learning the retinal anatomy from scarce annotated data using self-supervised multimodal reconstruction
| Authors | Álvaro S. Hervella, J. Rouco, Jorge Novo Buján, Marcos Ortega Hortas |
| Journal | Applied Soft Computing Vol. 91 Num. 106210 (pages 1 to 16) |
| DOI | https://doi.org/10.1016/j.asoc.2020.106210 |
Self-supervised multimodal reconstruction of retinal images over paired datasets
| Authors | Álvaro S. Hervella, J. Rouco, Jorge Novo Buján, Marcos Ortega Hortas |
| Journal | Expert Systems with Applications Vol. 161 (pages 1 to 14) |
| DOI | https://doi.org/10.1016/j.eswa.2020.113674 |
Multimodal reconstruction of retinal images over unpaired datasets using cyclical generative adversarial networks
| Authors | Álvaro S. Hervella. J. Rouco. J. Novo. M. Ortega |
| Book |
Generative Adversarial Networks for Image-to-Image Translation Publishing: ACADEMIC PRESS LTD - ELSEVIER SCIENCE LTD. ISBN: 978-0-12-823519-5 |
| Pages | From 347 to 376 |
Improving AMD Diagnosis by the Simultaneous Identification of Associated Retinal Lesions
International Conference on Image Analysis and Processing - ICIAP 2022
International
| Authors | José Morano, Álvaro S. Hervella, J. Rouco, Jorge Novo, José Ignacio Fernández-Vigo, Marcos Ortega Hortas |
| Place | Lecce (Italia) |
| DOI | https://doi.org/10.1007/978-3-031-06427-2_13 |
Web-based platform for the automatic analysis and visualization of vascular diagnostic markers in ophthalmological images
5th XoveTIC Conference
International
| Authors | José Morano, Álvaro S. Hervella, Jorge Novo Buján, J. Rouco |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
Deep learning-based detection of domain-specific retinal landmarks for color fundus image registration
V XoveTIC Conference 2022
Autonomous
| Authors | David Rivas-Villar, Álvaro S. Hervella, J. Rouco, Jorge Novo Buján |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
Context encoder self-supervised approaches for eye fundus analysis
International Joint Conference on Neural Networks (IJCNN 2021)
International
| Authors | D. I. Morís, Álvaro S. Hervella, J. Rouco, J. Novo, M. Ortega |
| Place | Shenzhen (China) |
| DOI | https://doi.org/10.1109/ijcnn52387.2021.9533567 |
Deep Multi-Segmentation Approach for the Joint Classification and Segmentation of the Retinal Arterial and Venous Trees in Color Fundus Images
IV Congreso XoveTIC 2021
International
| Authors | José Morano, Álvaro S. Hervella, Jorge Novo, J. Rouco |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
| DOI | https://doi.org/10.3390/engproc2021007022 |
Multi-Modal Self-Supervised Pre-Training for Joint Optic Disc and Cup Segmentation in Eye Fundus Images
IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP 2020
International
| Authors | Álvaro S. Hervella, Lucía Ramos, J. Rouco, Jorge Novo Buján, Marcos Ortega Hortas |
| Organization | IEEE Signal Processing |
| Place | Barcelona (España) |
| DOI | https://doi.org/10.1109/icassp40776.2020.9053551 |
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation
24th European Conference on Artificial Intelligence (ECAI 2020)
International
| Authors | J. Morano, Álvaro S. Hervella, Noelia Barreira Rodríguez, Jorge Novo Buján, J. Rouco |
| Place | Santiago de Compostela (España) |
| DOI | https://doi.org/10.3233/faia200303 |
Enhancing the Retinal Blood Vessels Segmentation Through Self-supervised Pretraining
XOVETIC 2020
International
| Authors | J. Morano, Álvaro S. Hervella, Noelia Barreira Rodríguez, Jorge Novo Buján, J. Rouco |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
| DOI | https://doi.org/10.3390/proceedings2020054044 |
Joint Optic Disc and Cup Segmentation Using Self-Supervised Multimodal Reconstruction Pre-Training
XOVETIC 2020
International
| Authors | Álvaro S. Hervella, L. Ramos, J. Rouco, J. Novo, M Ortega |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
Academic or management positions held by teacher.