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Álvaro S. Hervella
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Journal Articles
- 2024
- [j13]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): 865-881 (2024) - [j12]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Multi-Adaptive Optimization for multi-task learning with deep neural networks. Neural Networks 170: 254-265 (2024) - 2023
- [j11]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: 106451 (2023) - [j10]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: 107296 (2023) - 2022
- [j9]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: 108347 (2022) - [j8]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: 105101 (2022) - [j7]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Multimodal image encoding pre-training for diabetic retinopathy grading. Comput. Biol. Medicine 143: 105302 (2022) - [j6]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Retinal microaneurysms detection using adversarial pre-training with unlabeled multimodal images. Inf. Fusion 79: 146-161 (2022) - 2021
- [j5]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: 102116 (2021) - [j4]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Self-supervised multimodal reconstruction pre-training for retinal computer-aided diagnosis. Expert Syst. Appl. 185: 115598 (2021) - 2020
- [j3]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: 106210 (2020) - [j2]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: 105201 (2020) - [j1]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Self-supervised multimodal reconstruction of retinal images over paired datasets. Expert Syst. Appl. 161: 113674 (2020)
Conference and Workshop Papers
- 2022
- [c12]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: 435-443 - [c11]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: 148-159 - [c10]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: 60-62 - [c9]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: 127-129 - 2021
- [c8]Daniel Iglesias Morís, Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Context encoder self-supervised approaches for eye fundus analysis. IJCNN 2021: 1-8 - 2020
- [c7]José Morano, Álvaro S. Hervella, Noelia Barreira, Jorge Novo, José Rouco:
Multimodal Transfer Learning-Based Approaches for Retinal Vascular Segmentation. ECAI 2020: 1866-1873 - [c6]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: 961-965 - 2019
- [c5]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: 222-230 - [c4]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: 1-8 - [c3]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Deep Multimodal Reconstruction of Retinal Images Using Paired or Unpaired Data. IJCNN 2019: 1-8 - 2018
- [c2]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Multimodal registration of retinal images using domain-specific landmarks and vessel enhancement. KES 2018: 97-104 - [c1]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Retinal Image Understanding Emerges from Self-Supervised Multimodal Reconstruction. MICCAI (1) 2018: 321-328
Informal and Other Publications
- 2024
- [i7]David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo:
ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration. CoRR abs/2401.05901 (2024) - [i6]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 abs/2404.16773 (2024) - 2022
- [i5]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 abs/2205.10885 (2022) - [i4]José Morano, Álvaro S. Hervella, Jorge Novo, José Rouco:
Simultaneous segmentation and classification of the retinal arteries and veins from color fundus images. CoRR abs/2209.09582 (2022) - [i3]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 abs/2212.00565 (2022) - 2020
- [i2]José Morano, Álvaro S. Hervella, Noelia Barreira, Jorge Novo, José Rouco:
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation. CoRR abs/2012.10160 (2020) - 2018
- [i1]Álvaro S. Hervella, José Rouco, Jorge Novo, Marcos Ortega:
Multimodal Registration of Retinal Images Using Domain-Specific Landmarks and Vessel Enhancement. CoRR abs/1803.00951 (2018)
Coauthor Index
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