NameLuna Perejón, Francisco
DepartmentArquitectura y Tecnología de Computadores
Knowledge areaArquitectura y Tecnología de Computadores
Professional categoryProfesor Ayudante Doctor
E-mailRequest
           
  • No. publications

    43

  • No. visits

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  • No. downloads

    8483


 

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A lightweight xAI approach to cervical cancer classification

Civit Masot, Javier; Luna Perejón, Francisco; Domínguez Morales, Manuel Jesús; Civit Balcells, Antón (Springer, 2024)
Cervical cancer is caused in the vast majority of cases by the human papilloma virus (HPV) through sexual contact and ...
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A Robust Ensemble of Convolutional Neural Networks for the Detection of Monkeypox Disease from Skin Images

Muñoz Saavedra, Luis; Escobar Linero, Elena; Civit Masot, Javier; Luna Perejón, Francisco; Civit Balcells, Antón; Domínguez Morales, Manuel Jesús (MDPI, 2023)
Monkeypox is a smallpox-like disease that was declared a global health emergency in July 2022. Because of this resemblance, ...
Final Degree Project
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Dispositivo empotrado para traducción de lenguaje de signos usando técnicas ML/DL

Moreno Ordoñez, Santiago; Luna Perejón, Francisco; Muñoz Saavedra, Luis (2023)
En este trabajo de fin de grado se va a explicar el desarrollo de un sistema de reconocimiento del lenguaje de signos ...
Article
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Wearable Health Devices for Diagnosis Support: Evolution and Future Tendencies

Escobar Linero, Elena; Muñoz Saavedra, Luis; Luna Perejón, Francisco; Sevillano Ramos, José Luis; Domínguez Morales, Manuel Jesús (MDPI, 2023)
The use of wearable devices has increased substantially in recent years. This, together with the rise of telemedicine, has ...
Article
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Smart Shoe Insole Based on Polydimethylsiloxane Composite Capacitive Sensors

Luna Perejón, Francisco; Salvador Domínguez, Blas; Pérez Peña, Fernando; Rodríguez Corral, José María; Escobar Linero, Elena; Morgado Estévez, Arturo (MDPI, 2023)
Nowadays, the study of the gait by analyzing the distribution of plantar pressure is a well-established technique. The use ...
Chapter of Book
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Perspective Chapter: Internet of Things in Healthcare: New Trends, Challenges and Hurdles

Muñoz Saavedra, Luis; Luna Perejón, Francisco; Civit Masot, Javier; Escobar Linero, Elena (IntechOpen, 2022)
Applied to health field, Internet of Things (IoT) systems provides continuous and ubiquitous monitoring and assistance, ...
Chapter of Book
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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; Domínguez Morales, Manuel Jesús (3ciencias, 2022)
Las herramientas de aprendizaje automático se desarrollaron inicialmente para clasificar información visual y detectar ...
Chapter of Book
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Sistema integral de ayuda a la conducción mediante procesamiento con redes neuronales convolucionales

Arteaga Carmona, Juan; Muñoz Saavedra, Luis; Civit Masot, Javier; Luna Perejón, Francisco; Rivas Pérez, Manuel; Domínguez Morales, Manuel Jesús; Domínguez Morales, Manuel Jesús (3ciencias, 2022)
Los sistemas de ayuda a la conducción han experimentado un gran auge en los últimos años, convirtiéndose en un punto ...
Chapter of Book
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Diseño y desarrollo de sistema IoT para el control y monitorización de personas

Ceballos Tapias, José Luis; Muñoz Saavedra, Luis; Escobar Linero, Elena; Luna Perejón, Francisco; Domínguez Morales, Manuel Jesús; Domínguez Morales, Manuel Jesús (3ciencias, 2022)
Las TIC han avanzado sirviendo de apoyo a diferentes servicios, sin ser la salud una excepción. La telemedicina soluciona ...
Chapter of Book
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Clasificación de posturas mediante uso de redes neuronales y dispositivo IOT

Montes-Sánchez, Juan Manuel; Luna Perejón, Francisco; Durán López, Lourdes; Vázquez Baeza, Alberto; Beasley Bohórquez, Isabel; Sevillano Ramos, José Luis (3ciencias, 2022)
El tiempo que la población pasa sentada ha aumentado en las últimas décadas debido al incremento del uso del ordenador ...
Article
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On the feature extraction process in machine learning. An experimental study about guided versus non-guided process in falling detection systems

Escobar Linero, Elena; Luna Perejón, Francisco; Muñoz Saavedra, Luis; Sevillano Ramos, José Luis; Domínguez Morales, Manuel Jesús (Elsevier, 2022)
Falls are current events that can lead to severe injuries and even accidental deaths among the population, especially the ...
Article
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IoT garment for remote elderly care network

Luna Perejón, Francisco; Muñoz Saavedra, Luis; Castellano Domínguez, José M.; Domínguez Morales, Manuel Jesús; Domínguez Morales, Manuel Jesús (Elsevier, 2021)
The elderly is a continuous growth sector thanks to the life expectancy increase in Western society. This sector is ...
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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, ...
Article
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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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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)
Diagnosis aid systems that use image analysis are currently very useful due to the large workload of health professionals ...
Chapter of Book
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ResNet

Amaya Rodríguez, Isabel; Civit Masot, Javier; Luna Perejón, Francisco; Durán López, Lourdes; Rakhlin, Alexander; Nikolenko, Sergey; Kondo, Satoshi; Laiz, Pablo; Vitriá, Jordi; Seguí, Santi; Brandao, Patrick; Bernal, Jorge; Histace, Aymeric (Springer, 2021)
In this chapter, all groups have used Residual Network (ResNet) (He et al. 2016) as part of different architectures with ...
Article
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IoT Device for Sitting Posture Classification Using Artificial Neural Networks

Luna Perejón, Francisco; Montes-Sánchez, Juan Manuel; Durán López, Lourdes; Vázquez Baeza, Alberto; Beasley Bohórquez, Isabel; Sevillano Ramos, José Luis (MDPI, 2021)
Nowadays, the percentage of time that the population spends sitting has increased substantially due to the use of computers ...
PhD Thesis
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Estudio e integración en sistemas empotrados de algoritmos de Aprendizaje Supervisado basados en Redes Neuronales Artificiales para el análisis de perturbaciones y eventos asociados a la marcha

Luna Perejón, Francisco; Civit Balcells, Antón; Domínguez Morales, Manuel Jesús (2020)
En este trabajo se contribuye al avance en el análisis de aspectos asociados a la marcha para la identificación de anomalías ...
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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)
Non-verbal communication is essential in the communication process. This means that its lack can cause misinterpretations ...
Presentation
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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)
Automated Fundus image segmentation is tradition-ally done in the image acquisition instrument and, thus, in thiscase it ...
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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)
The project consists of the creation of a roboticarm controlled remotely through a brace developed by ThalmicLabs, able ...
Presentation
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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)
Accidental falls are one of the most common causes of premature disability and mortality related to unnatural causes. This ...
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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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Low-Power Embedded System for Gait Classification Using Neural Networks

Luna Perejón, Francisco; Domínguez Morales, Manuel Jesús; Gutiérrez Galán, Daniel; Civit Balcells, Antón (MDPI, 2020)
Abnormal foot postures can be measured during the march by plantar pressures in both dynamic and static conditions. These ...
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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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TPU Cloud-Based Generalized U-Net for Eye Fundus Image Segmentation

Civit Masot, Javier; Luna Perejón, Francisco; Vicente Díaz, Saturnino; Rodríguez Corral, José María; Civit Balcells, Antón (IEEE Computer Society, 2019)
Medical images from different clinics are acquired with different instruments and settings. To perform segmentation on ...
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Polyp Detection in Gastrointestinal Images using Faster Regional Convolutional Neural Network

Durán López, Lourdes; Luna Perejón, Francisco; Amaya Rodríguez, Isabel; Civit Masot, Javier; Civit Balcells, Antón; Vicente Díaz, Saturnino; Linares Barranco, Alejandro (ScitePress Digital Library, 2019)
Colorectal cancer is the third most frequently diagnosed malignancy in the world. To prevent this disease, polyps, the ...
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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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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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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; Beltrán, Ana M.; Félix Ángel, Manuel (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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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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Sampling Frequency Evaluation on Recurrent Neural Networks Architectures for IoT Real-time Fall Detection Devices

Luna Perejón, Francisco; Civit Masot, Javier; Muñoz Saavedra, Luis; Durán López, Lourdes; Amaya Rodríguez, Isabel; Domínguez Morales, Juan Pedro; Vicente Díaz, Saturnino; Linares Barranco, Alejandro; Civit Balcells, Antón; Domínguez Morales, Manuel Jesús (ScitePress Digital Library, 2019)
Falls are one of the most frequent causes of injuries in elderly people. Wearable Fall Detection Systems provided a ...
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Wearable Fall Detector Using Recurrent Neural Networks

Luna Perejón, Francisco; Domínguez Morales, Manuel Jesús; Civit Balcells, Antón (MDPI, 2019)
Falls have become a relevant public health issue due to their high prevalence and negative effects in elderly people. ...
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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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Multi-dataset Training for Medical Image Segmentation as a Service

Civit Masot, Javier; Luna Perejón, Francisco; Durán López, Lourdes; Domínguez Morales, Juan Pedro; Vicente Díaz, Saturnino; Linares Barranco, Alejandro; Civit Balcells, Antón (ScitePress Digital Library, 2019)
Deep Learning tools are widely used for medical image segmentation. The results produced by these techniques depend to a ...
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Smart Footwear Insole for Recognition of Foot Pronation and Supination Using Neural Networks

Domínguez Morales, Manuel Jesús; Luna Perejón, Francisco; Miró Amarante, María Lourdes; Hernández Velázquez, María Dolores; Sevillano Ramos, José Luis (MDPI, 2019)
Abnormal foot postures during gait are common sources of pain and pathologies of the lower limbs. Measurements of foot ...
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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 changes ...
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Opening the Black Box: Explaining the Process of Basing a Health Recommender System on the I-Change Behavioral Change Model

Hors Fraile, Santiago; Malwade, Shwetambara; Luna Perejón, Francisco; Amaya Rodríguez, Claudio Antonio; Civit Balcells, Antón; Schneider, Francine; Bamidis, Panagiotis D.; Syed-Abdul, Shabbir; Li, Yuchuan; Vries, Hein de (IEEE Computer Society, 2019)
Recommender systems are gaining traction in healthcare because they can tailor recommendations based on users' feedback ...
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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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Analyzing recommender systems for health promotion using a multidisciplinary taxonomy: A scoping review

Hors Fraile, Santiago; Rivera Romero, Octavio; Schneider, Francine; Fernández Luque, Luis; Luna Perejón, Francisco; Civit Balcells, Antón; Vries, Hein de (Elsevier, 2018)
Background: Recommender systems are information retrieval systems that provide users with relevant items (e.g., through ...
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Tailoring motivational health messages for smoking cessation using an mHealth recommender system integrated with an electronic health record: a study protocol

Hors Fraile, Santiago; Schneider, Francine; Fernández Luque, Luis; Luna Perejón, Francisco; Civit Balcells, Antón; Spachos, Dimitris; Bamidis, Panagiotis D.; Vries, Hein de (BMC, 2018)
Background: Smoking is one of the most avoidable health risk factors, and yet the quitting success rates are low. The usage ...
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Sistema informático móvil para el apoyo al cese tabáquico mediante mensajes motivacionales personalizados

Luna Perejón, Francisco; Domínguez Morales, Juan Pedro; Civit Masot, Javier; Hors Fraile, Santiago; Civit Balcells, Antón (3ciencias. Editorial Área de Innovación y Desarrollo,S.L., 2018)
El proyecto SmokeFreeBrain estudia la efectividad de una variedad de intervenciones con el objetivo de dejar de fumar ...
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Estimación de distancias mediante un sistema de estéreo-visión basado en retinas DVS

Domínguez Morales, Manuel Jesús; Jiménez Fernández, Ángel Francisco; Cerezuela Escudero, Elena; Luna Perejón, Francisco; Durán López, Lourdes; Linares Barranco, Alejandro; Beltrán, Ana M.; Félix Ángel, Manuel (3ciencias. Editorial Área de Innovación y Desarrollo,S.L., 2018)
La estimación de distancias es uno de los objetivos más importantes en todo sistema de visión artificial. Para poder ...