Álvaro S. Hervella

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 32

Top Topics

Diabetic Retinopathy

Top Venues

Comput. Biol. Medicine

Comput. Methods Programs Biomed.

Publications

Álvaro S. Hervella, Lucía Ramos, José Rouco, Jorge Novo, Marcos Ortega
Explainable artificial intelligence for the automated assessment of the retinal vascular tortuosity. Medical Biol. Eng. Comput. 62 (3) (2024)
David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo
ConKeD++ - Improving descriptor learning for retinal image registration: A comprehensive study of contrastive losses. CoRR (2024)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Multi-Adaptive Optimization for multi-task learning with deep neural networks. Neural Networks 170 (2024)
David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo
ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration. CoRR (2024)
Daniel Iglesias Morís, Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Context encoder transfer learning approaches for retinal image analysis. Comput. Biol. Medicine 152 (2023)
José Morano, Álvaro S. Hervella, José Rouco, Jorge Novo, José Ignacio Fernández-Vigo, Marcos Ortega
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning. Comput. Methods Programs Biomed. 229 (2023)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Multimodal image encoding pre-training for diabetic retinopathy grading. Comput. Biol. Medicine 143 (2022)
José Morano, Álvaro S. Hervella, José Rouco, Jorge Novo, José Ignacio Fernández-Vigo, Marcos Ortega
Improving AMD Diagnosis by the Simultaneous Identification of Associated Retinal Lesions. ICIAP (1) (2022)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Retinal microaneurysms detection using adversarial pre-training with unlabeled multimodal images. Inf. Fusion 79 (2022)
José Morano, Álvaro S. Hervella, José Rouco, Jorge Novo, José Ignacio Fernández-Vigo, Marcos Ortega
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning. CoRR (2022)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
End-to-end multi-task learning for simultaneous optic disc and cup segmentation and glaucoma classification in eye fundus images. Appl. Soft Comput. 116 (2022)
David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo
Deep learning-based detection of domain-specific retinal landmarks for color fundus image registration. XoveTIC (2022)
José Morano, Álvaro S. Hervella, José Rouco, Jorge Novo, José Ignacio Fernández-Vigo, Marcos Ortega
Improving AMD diagnosis by the simultaneous identification of associated retinal lesions. CoRR (2022)
José Morano, David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo
Impact of Increased Centerline Weight on the Joint Segmentation and Classification of Arteries and Veins in Color Fundus Images. EUROCAST (2022)
José Morano, Álvaro S. Hervella, Jorge Novo, José Rouco
Simultaneous segmentation and classification of the retinal arteries and veins from color fundus images. CoRR (2022)
David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo
Color fundus image registration using a learning-based domain-specific landmark detection methodology. Comput. Biol. Medicine 140 (2022)
José Morano, Álvaro S. Hervella, Jorge Novo, José Rouco
Web-based platform for the automatic analysis and visualization of vascular diagnostic markers in ophthalmological images. XoveTIC (2022)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Self-supervised multimodal reconstruction pre-training for retinal computer-aided diagnosis. Expert Syst. Appl. 185 (2021)
Daniel I. Morís, Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Context encoder self-supervised approaches for eye fundus analysis. IJCNN (2021)
José Morano, Álvaro S. Hervella, Jorge Novo, José Rouco
Simultaneous segmentation and classification of the retinal arteries and veins from color fundus images. Artif. Intell. Medicine 118 (2021)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Self-supervised multimodal reconstruction of retinal images over paired datasets. Expert Syst. Appl. 161 (2020)
José Morano, Álvaro S. Hervella, Noelia Barreira, Jorge Novo, José Rouco
Multimodal Transfer Learning-Based Approaches for Retinal Vascular Segmentation. ECAI (2020)
Álvaro S. Hervella, Lucía Ramos, José Rouco, Jorge Novo, Marcos Ortega
Multi-Modal Self-Supervised Pre-Training for Joint Optic Disc and Cup Segmentation in Eye Fundus Images. ICASSP (2020)
José Morano, Álvaro S. Hervella, Noelia Barreira, Jorge Novo, José Rouco
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation. CoRR (2020)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Learning the retinal anatomy from scarce annotated data using self-supervised multimodal reconstruction. Appl. Soft Comput. 91 (2020)
Álvaro S. Hervella, José Rouco, Jorge Novo, Manuel G. Penedo, Marcos Ortega
Deep multi-instance heatmap regression for the detection of retinal vessel crossings and bifurcations in eye fundus images. Comput. Methods Programs Biomed. 186 (2020)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Deep Multimodal Reconstruction of Retinal Images Using Paired or Unpaired Data. IJCNN (2019)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Impact of the Circular Region of Interest on the Performance of Multimodal Reconstruction of Retinal Images. EUROCAST (2) (2019)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Self-Supervised Deep Learning for Retinal Vessel Segmentation Using Automatically Generated Labels from Multimodal Data. IJCNN (2019)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Retinal Image Understanding Emerges from Self-Supervised Multimodal Reconstruction. MICCAI (1) (2018)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Multimodal registration of retinal images using domain-specific landmarks and vessel enhancement. KES (2018)
Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega
Multimodal Registration of Retinal Images Using Domain-Specific Landmarks and Vessel Enhancement. CoRR (2018)