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Browsing by Author "Civit Masot, Javier"
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PhD Thesis
A Contribution to Deep Learning based Medical Image Diagnosis Aids
Civit Masot, Javier (2020-11-13)In this work, an in-depth study about the use of Deep Learning techniques to support healthcare professionals for the ...
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Article
A study on the use of Edge TPUs for eye fundus image segmentation
Civit Masot, Javier; Luna Perejón, Francisco; Rodríguez Corral, José María; Domínguez Morales, Manuel Jesús; Morgado Estévez, Arturo; Civit Balcells, Antón (Elsevier, 2021)Medical image segmentation can be implemented using Deep Learning methods with fast and efficient segmentation networks. ...
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Article
A systematic review of artificial intelligence-based music generation: Scope, applications, and future trends
Civit, Miguel; Civit Masot, Javier; Cuadrado, Francisco; Escalona Cuaresma, María José (Elsevier, 2022-12)Currently available reviews in the area of artificial intelligence-based music generation do not provide a wide range of ...
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Article
Affective State Assistant for Helping Users with Cognition Disabilities Using Neural Networks
Muñoz Saavedra, Luis; Luna Perejón, Francisco; Civit Masot, Javier; Miró Amarante, María Lourdes; Civit Balcells, Antón; Domínguez Morales, Manuel Jesús (MDPI, 2020-09)Non-verbal communication is essential in the communication process. This means that its lack can cause misinterpretations ...
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Presentation
An Automated Fall Detection System Using Recurrent Neural Networks
Luna Perejón, Francisco; Civit Masot, Javier; Amaya Rodríguez, Isabel; Durán López, Lourdes; Domínguez Morales, Juan Pedro; Civit Balcells, Antón; Linares Barranco, Alejandro (Springer, 2019)Falls are the most common cause of fatal injuries in elderly people, causing even death if there is no immediate assistance. ...
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Article
AnkFall—Falls, Falling Risks and Daily-Life Activities Dataset with an Ankle-Placed Accelerometer and Training Using Recurrent Neural Networks
Luna Perejón, Francisco; Muñoz Saavedra, Luis; Civit Masot, Javier; Civit Balcells, Antón; Domínguez Morales, Manuel Jesús (MDPI, 2021)Falls are one of the leading causes of permanent injury and/or disability among the elderly. When these people live alone, ...
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Presentation
Breast Cancer Automatic Diagnosis System using Faster Regional Convolutional Neural Networks
Durán López, Lourdes; Domínguez Morales, Juan Pedro; Amaya Rodríguez, Isabel; Luna Perejón, Francisco; Civit Masot, Javier; Vicente Díaz, Saturnino; Linares Barranco, Alejandro (ScitePress Digital Library, 2019)Breast cancer is one of the most frequent causes of mortality in women. For the early detection of breast cancer, the ...
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Presentation
Clasificación de tumores en cáncer de mama basado en redes neuronales de convolución
Durán López, Lourdes; Domínguez Morales, Juan Pedro; Luna Perejón, Francisco; Amaya Rodríguez, Isabel; Civit Masot, Javier; Vicente Díaz, Saturnino; Linares Barranco, Alejandro (3 ciencias. Área de Innovación y Desarrollo,S.L., 2019)El cáncer de mama es una de las causas más frecuentes de mortalidad en las mujeres. Con la llegada de los sistemas ...
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Presentation
Deep learning as a tool for improving efficiency the of glial tumor diagnosis
Amaya Rodríguez, Isabel; Durán López, Lourdes; Civit Masot, Javier; Luna Perejón, Francisco; Civit Balcells, Antón; Vicente Díaz, Saturnino; Linares Barranco, Alejandro (3 ciencias. Área de Innovación y Desarrollo,S.L., 2019)La aplicación de técnicas basadas en Inteligencia Artificial como apoyo a la detección y diagnosis de cáncer mediante ...
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Presentation
Deep learning glaucoma diagnosis aid
Civit Masot, Javier; Amaya Rodríguez, Isabel; Luna Perejón, Francisco; Durán López, Lourdes; Civit Balcells, Antón; Linares Barranco, Alejandro; Vicente Díaz, Saturnino (3 ciencias. Área de Innovación y Desarrollo,S.L., 2019)El glaucoma es una de las principales causas de ceguera. Cambia la morfología del nervio óptico. La copa es la región ...
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Article
Deep Learning System for COVID-19 Diagnosis Aid Using X-ray Pulmonary Images
Civit Masot, Javier; Luna Perejón, Francisco; Domínguez Morales, Manuel Jesús; Civit Balcells, Antón (MDPI, 2020)The spread of the SARS-CoV-2 virus has made the COVID-19 disease a worldwide epidemic. The most common tests to identify ...
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Article
Does Two-Class Training Extract Real Features? A COVID-19 Case Study
Muñoz Saavedra, Luis; Civit Masot, Javier; Luna Perejón, Francisco; Domínguez Morales, Manuel Jesús; Civit Balcells, Antón (MDPI, 2021-01)Diagnosis aid systems that use image analysis are currently very useful due to the large workload of health professionals ...
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Article
Dual Machine-Learning system to aid Glaucoma Diagnosis using disc and cup feature extraction.
Civit Masot, Javier; Domínguez Morales, Manuel Jesús; Vicente Díaz, Saturnino; Civit Balcells, Antón (IEEE Computer Society, 2020)Glaucoma is a degenerative disease that affects vision, causing damage to the optic nerve that ends in vision loss. The ...
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Presentation
EMG-Controlled Robotic Prosthetic Arm With Neural Network Training
Civit Masot, Javier; Perez Rodriguez, Alfonso; Luna Perejón, Francisco; Muñoz Saavedra, Luis; Domínguez Morales, Manuel Jesús; Civit Balcells, Antón (IARIA XPS Press, 2020-03-22)The project consists of the creation of a roboticarm controlled remotely through a brace developed by ThalmicLabs, able ...
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Article
Evaluation of user satisfaction and usability of a mobile app for smoking cessation
Luna Perejón, Francisco; Malwade, Shwetambara; Styliadis, Charis; Civit Masot, Javier; Cascado Caballero, Daniel; Konstantinidis, Evdokimos; Syed Abdul, Shabbir; Bamidis, Panagiotis D.; Civit Balcells, Antón; Li, Yuchuan (Elsevier, 2019)Background Mobile apps have a great potential to support patients in healthcare, and to encourage healthy behavioral ...
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Presentation
Glioma Diagnosis Aid through CNNs and Fuzzy-C Means for MRI
Amaya Rodríguez, Isabel; Durán López, Lourdes; Luna Perejón, Francisco; Civit Masot, Javier; Domínguez Morales, Juan Pedro; Vicente Díaz, Saturnino; Civit Balcells, Antón; Cascado Caballero, Daniel; Linares Barranco, Alejandro (ScitePress Digital Library, 2019)Glioma is a type of brain tumor that causes mortality in many cases. Early diagnosis is an important factor. Typically, ...
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Chapter of Book
Herramienta de visualización, análisis y conversión de datasets analógicos a imágenes para su posterior procesado por Deep Learning
Rivas Pérez, Manuel; Luna Perejón, Francisco; Civit Masot, Javier; Miró Amarante, María Lourdes; Civit Balcells, Antón; Domínguez Morales, Manuel Jesús (3ciencias, 2022-02-03)Las herramientas de aprendizaje automático se desarrollaron inicialmente para clasificar información visual y detectar ...
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Presentation
Incremental Learning For Fundus Image Segmentation
Civit Masot, Javier; Muñoz Saavedra, Luis; Luna Perejón, Francisco; Montes-Sánchez, Juan Manuel; Domínguez Morales, Manuel Jesús (IARIA XPS Press, 2020-03-22)Automated Fundus image segmentation is tradition-ally done in the image acquisition instrument and, thus, in thiscase it ...
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Presentation
Localización e identificación automática de pólipos mediante una red neuronal convolucional por regiones
Luna Perejón, Francisco; Amaya Rodríguez, Isabel; Civit Masot, Javier; Civit Balcells, Antón; Vicente Díaz, Saturnino; Linares Barranco, Alejandro (3 ciencias. Área de Innovación y Desarrollo,S.L., 2019)Este trabajo expone la metodología llevada a cabo para la aplicación de un modelo Deep Learning con el fin de detectar ...
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Presentation
Lower-Limb Falling Detection System Using Gated Recurrent Neural Networks
Luna Perejón, Francisco; Muñoz Saavedra, Luis; Civit Masot, Javier; Montes-Sánchez, Juan Manuel; Domínguez Morales, Manuel Jesús; Civit Balcells, Antón (IARIA XPS Press, 2020-03-22)Accidental falls are one of the most common causes of premature disability and mortality related to unnatural causes. This ...