Publications by authors named "Mateo Gende"

Article Synopsis
  • - Glaucoma is a major cause of irreversible blindness, and diagnosing it involves measuring retinal layer thickness, which can be complicated in patients with elongated, highly myopic eyes due to distortions in OCT scans.
  • - The study presents a new method for accurately segmenting retinal layers, specifically designed for patients with high myopia, enabling better differentiation of glaucoma from simple myopia.
  • - Findings reveal significant reductions in retinal thickness in specific sectors of glaucoma patients with high myopia compared to those with myopia alone, enhancing understanding of the disease's impact.
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Central Serous Chorioretinopathy (CSC) is a retinal disorder caused by the accumulation of fluid, resulting in vision distortion. The diagnosis of this disease is typically performed through Optical Coherence Tomography (OCT) imaging, which displays any fluid buildup between the retinal layers. Currently, these fluid regions are manually detected by visual inspection a time-consuming and subjective process that can be prone to errors.

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Article Synopsis
  • Retinal Optical Coherence Tomography (OCT) allows for non-invasive observation of the nervous system and can help extract important biomarkers related to various ocular and neurological disorders.
  • A new fully automatic method for segmenting retinal layers has been developed using a dataset that includes images from patients with common neurodegenerative disorders, ensuring better model training.
  • The study highlights that using images from both healthy individuals and those with neurodegenerative diseases improves model performance, emphasizing the need for diverse datasets in training deep learning models for accurate diagnostics.
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Background: Glaucoma is the leading global cause of irreversible blindness. Glaucoma patients experience a progressive deterioration of the retinal nervous tissues that begins with a loss of peripheral vision. An early diagnosis is essential in order to prevent blindness.

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In optical coherence tomography (OCT), there is a trade-off between the scanning time and image quality, leading to a scarcity of high quality data. OCT platforms provide different scanning presets, producing visually distinct images, limiting their compatibility. In this work, a fully automatic methodology for the unpaired visual conversion of the two most prevalent scanning presets is proposed.

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Background And Objectives: The Epiretinal Membrane (ERM) is an ocular disease that can cause visual distortions and irreversible vision loss. Patient sight preservation relies on an early diagnosis and on determining the location of the ERM in order to be treated and potentially removed. In this context, the visual inspection of the images in order to screen for ERM signs is a costly and subjective process.

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