Marcos
Ortega Hortas
Catedrático de Universidad
Álvaro
Suárez Hervella
Postdoctoral Xunta
Publicaciones en las que colabora con Álvaro Suárez Hervella (22)
2025
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Computer-assisted evaluation of retinal vessel tortuosity in children with sickle cell disease without retinopathy
Microvascular Research, Vol. 157
2024
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Explainable artificial intelligence for the automated assessment of the retinal vascular tortuosity
Medical and Biological Engineering and Computing, Vol. 62, Núm. 3, pp. 865-881
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Multi-Adaptive Optimization for multi-task learning with deep neural networks
Neural Networks, Vol. 170, pp. 254-265
2023
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Context encoder transfer learning approaches for retinal image analysis
Computers in Biology and Medicine, Vol. 152
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Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning
Computer Methods and Programs in Biomedicine, Vol. 229
2022
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End-to-end multi-task learning for simultaneous optic disc and cup segmentation and glaucoma classification in eye fundus images
Applied Soft Computing, Vol. 116
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Improving AMD Diagnosis by the Simultaneous Identification of Associated Retinal Lesions
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Multimodal image encoding pre-training for diabetic retinopathy grading
Computers in Biology and Medicine, Vol. 143
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Retinal microaneurysms detection using adversarial pre-training with unlabeled multimodal images
Information Fusion, Vol. 79, pp. 146-161
2021
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Context encoder self-supervised approaches for eye fundus analysis
Proceedings of the International Joint Conference on Neural Networks
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Multimodal reconstruction of retinal images over unpaired datasets using cyclical generative adversarial networks
Generative Adversarial Networks for Image-to-Image Translation (Elsevier), pp. 347-376
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Self-supervised multimodal reconstruction pre-training for retinal computer-aided diagnosis
Expert Systems with Applications, Vol. 185
2020
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Deep multi-instance heatmap regression for the detection of retinal vessel crossings and bifurcations in eye fundus images
Computer Methods and Programs in Biomedicine, Vol. 186
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Impact of the Circular Region of Interest on the Performance of Multimodal Reconstruction of Retinal Images
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Learning the retinal anatomy from scarce annotated data using self-supervised multimodal reconstruction
Applied Soft Computing Journal, Vol. 91
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Multi-Modal Self-Supervised Pre-Training for Joint Optic Disc and Cup Segmentation in Eye Fundus Images
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
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Self-supervised multimodal reconstruction of retinal images over paired datasets
Expert Systems with Applications, Vol. 161
2019
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Deep Multimodal Reconstruction of Retinal Images Using Paired or Unpaired Data
Proceedings of the International Joint Conference on Neural Networks
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Paired and Unpaired Deep Generative Models on Multimodal Retinal Image Reconstruction
XoveTIC 2019: The 2nd XoveTIC Conference (XoveTIC 2019), A Coruña, Spain, 5–6 September
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Self-Supervised Deep Learning for Retinal Vessel Segmentation Using Automatically Generated Labels from Multimodal Data
Proceedings of the International Joint Conference on Neural Networks