Listar por autor "Morano, José"
Mostrando ítems 1-5 de 5
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Deep Multi-Segmentation Approach for the Joint Classification and Segmentation of the Retinal Arterial and Venous Trees in Color Fundus Images
Morano, José; Hervella, Álvaro S.; Novo Buján, Jorge; Rouco, J. (MDPI, 2021)[Abstract] The analysis of the retinal vasculature represents a crucial stage in the diagnosis of several diseases. An exhaustive analysis involves segmenting the retinal vessels and classifying them into veins and arteries. ... -
Enhancing Retinal Blood Vessel Segmentation through Self-Supervised Pre-Training
Morano, José; Hervella, Álvaro S.; Barreira, Noelia; Novo Buján, Jorge; Rouco, J. (MDPI AG, 2020-08-25)[Abstract] The segmentation of the retinal vasculature is fundamental in the study of many diseases. However, its manual completion is problematic, which motivates the research on automatic methods. Nowadays, these methods ... -
Estudio y diseño de modelos de aprendizaje profundo para generación multimodal de imagen oftalmológica
Morano, José (2019)[Resumen] En el ámbito oftalmológico, para realizar algunos procesos de diagnóstico, se suele disponer de diferentes modalidades de imagen del fondo de ojo. Generalmente, estas son de dos tipos: invasivas —implican la ... -
Simultaneous Segmentation and Classification of the Retinal Arteries and Veins From Color Fundus Images
Morano, José; Hervella, Álvaro S.; Novo Buján, Jorge; Rouco, J. (Elsevier, 2021)[Abstract] Background and objectives: The study of the retinal vasculature represents a fundamental stage in the screening and diagnosis of many high-incidence diseases, both systemic and ophthalmic. A complete retinal ... -
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning
Morano, José; Hervella, Álvaro S.; Rouco, J.; Novo Buján, Jorge; Fernández-Vigo, José Ignacio; Ortega Hortas, Marcos (Elsevier Ireland Ltd, 2023-02)[Abstract]: Background and Objectives: Age-related macular degeneration (AMD) is a degenerative disorder affecting the macula, a key area of the retina for visual acuity. Nowadays, AMD is the most frequent cause of blindness ...