Perfil del autor: Domínguez Morales, Juan Pedro
Datos institucionales
Nombre | Domínguez Morales, Juan Pedro |
Departamento | Arquitectura y Tecnología de Computadores |
Área de conocimiento | Arquitectura y Tecnología de Computadores |
Categoría profesional | Profesor Titular de Universidad |
Correo electrónico | Solicitar |
Estadísticas
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Nº publicaciones
80
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Nº visitas
8763
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Nº descargas
12592
Publicaciones |
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Artículo
Melanoma Breslow thickness classification using ensemble-based knowledge distillation with semi-supervised convolutional neural networks
(EEE-Inst Electrical Electronics Engineers Inc, 2024)
Melanoma is considered a global public health challenge and is responsible for more than 90% deaths related to skin cancer. ... |
Artículo
A systematic comparison of deep learning methods for Gleason grading and scoring
(Elsevier, 2024)
Prostate cancer is the second most frequent cancer in men worldwide after lung cancer. Its diagnosis is based on the ... |
Artículo
A Neuromorphic Vision and Feedback Sensor Fusion Based on Spiking Neural Networks for Real-Time Robot Adaption
(Wiley, 2024)
For some years now, the locomotion mechanisms used by vertebrate animals have been a major inspiration for the improvement ... |
Ponencia
Integrating a hippocampus memory model into a neuromorphic robotic-arm for trajectory navigation
(IEEE Circuits and Systems Society., 2024)
Neuromorphic engineering endeavors to integrate the computational prowess and efficiency inherent in biological neuronal ... |
Artículo
Prediction of melanoma Breslow thickness using deep transfer learning algorithms
(Oxford Academic, 2023)
Background: The distinction between in situ melanoma (MIS) and invasive melanoma is challenging even for expert dermatologists. ... |
Artículo
A comparative study of the inter-observer variability on Gleason grading against Deep Learning-based approaches for prostate cancer
(Elsevier, 2023)
Background: Among all the cancers known today, prostate cancer is one of the most commonly diagnosed in men. With modern ... |
Artículo
Closed-loop sound source localization in neuromorphic systems
(IOP Publishing, 2023)
Sound source localization (SSL) is used in various applications such as industrial noise-control, speech detection in ... |
Artículo
Bioinspired Spike-Based Hippocampus and Posterior Parietal Cortex Models for Robot Navigation and Environment Pseudomapping
(John Wiley and Sons Inc, 2023)
The brain has great capacity for computation and efficient resolution of complex problems, far surpassing modern computers. ... |
Artículo
Data-driven color augmentation for H&E stained images in computational pathology
(ScienceDirect, 2023)
Computational pathology targets the automatic analysis of Whole Slide Images (WSI). WSIs are high-resolution digitized ... |
Trabajo Fin de Grado
Diseño de un sistema IoT de bajo coste para accionamiento automático/manual bajo protocolo Wifi 802.11
(2022)
Este TFG se centra en al ámbito de la domótica, es decir, el conjunto de tecnologías y sistemas capaces de automatizar una ... |
Capítulo de Libro
Exoesqueleto para rehabilitación de miembro superior
(3ciencias, 2022)
Múltiples lesiones neurológicas, como los Accidentes Cardíacos Vasculares (ACV), provocan una degeneración y/o atrofia de ... |
Artículo
Real-time detection of uncalibrated sensors using neural networks
(Springer, 2022)
Nowadays, sensors play a major role in several fields, such as science, industry and everyday technology. Therefore, ... |
Artículo
An Event-Based Digital Time Difference Encoder Model Implementation for Neuromorphic Systems
(IEEE Computer Society, 2022)
Neuromorphic systems are a viable alternative to conventional systems for real-time tasks with constrained resources. Their ... |
Ponencia
Spike-based building blocks for performing logic operations using Spiking Neural Networks on SpiNNaker
(IEEE Computer Society, 2022)
One of the most interesting and still growing sci entific fields is neuromorphic engineering, which is focused on studying ... |
Artículo
Neuromorphic adaptive spiking CPG towards bio-inspired locomotion
(Elsevier, 2022)
In recent years, locomotion mechanisms exhibited by vertebrate animals have been the inspiration for the improvement in ... |
Ponencia
Towards the Neuromorphic Implementation of the Auditory Perception in the iCub Robotic Platform
(ACM: Association for Computing Machinery, 2022)
Hearing can be considered as one of the most important senses since it plays a key role in the audiovisual learning process. ... |
Artículo
Interfacing PDM MEMS Microphones with PFM Spiking Systems: Application for Neuromorphic Auditory Sensors
(Springer, 2022)
Neuromorphic computation processes sensors output in the spiking domain, which presents constraints in many cases when ... |
Ponencia
Spike-based computational models of bio-inspired memories in the hippocampal CA3 region on SpiNNaker
(IEEE Computer Society, 2022)
The human brain is the most powerful and efficient machine in existence today, surpassing in many ways the ca pabilities ... |
Artículo
Real-time detection of bursts in neuronal cultures using a Neuromorphic Auditory Sensor and Spiking Neural Networks
(Elsevier, 2021)
The correct identi cation of burst events is crucial in many scenarios, ranging from basic neuroscience to biomedical ... |
Artículo
Wildlife Monitoring on the Edge: A Performance Evaluation of Embedded Neural Networks on Microcontrollers for Animal Behavior Classification
(MDPI, 2021)
Monitoring animals’ behavior living in wild or semi-wild environments is a very interesting subject for biologists who ... |
Artículo
Performance Evaluation of Deep Learning-Based Prostate Cancer Screening Methods in Histopathological Images: Measuring the Impact of the Model’s Complexity on Its Processing Speed
(MDPI, 2021)
Prostate cancer (PCa) is the second most frequently diagnosed cancer among men worldwide, with almost 1.3 million new cases ... |
Artículo
Efficient Memory Organization for DNN Hardware Accelerator Implementation on PSoC
(MDPI, 2021)
The use of deep learning solutions in different disciplines is increasing and their algorithms are computationally expensive ... |
Artículo
Wide and Deep neural network model for patch aggregation in CNN-based prostate cancer detection systems
(Elsevier, 2021)
Prostate cancer (PCa) is one of the most commonly diagnosed cancer and one of the leading causes of death among men, with ... |
Ponencia
Semipresencialidad en tiempos de COVID-19: adaptación de la docencia en el ámbito de Fundamentos de Informática
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2021)
El mundo ha cambiado desde la aparición del nue vo virus de la familia de los coronavirus (COVID-19), el cual fue declarado ... |
Capítulo de Libro |
Artículo
pyNAVIS: An open-source cross-platform software for spike-based neuromorphic audio information processing
(Elsevier, 2021)
Visualizing the output from event-based sensors and analyzing the information within it is crucial when developing ... |
Artículo
Neuromorphic adaptive spiking CPG towards bio-inspired locomotion of legged robots
(Cornell University, 2021)
In recent years, locomotion mechanisms exhibited by vertebrate animals have been the inspiration for the improvement in ... |
Capítulo de Libro |
Ponencia
Práctica de desarrollo de una red de sensores basada en la programación de microcontroladores para sistemas en tiempo real
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2021)
Este artículo presenta una práctica de laboratorio impartida mediante una metodología de aprendizaje basado en proyectos ... |
Capítulo de Libro |
Artículo
OpenNAS: Open Source Neuromorphic Auditory Sensor HDL code generator for FPGA implementations
(Elsevier, 2021)
OpenNAS is an open-source tool for automatically generating the source files to create a Neuromorphic Auditory Sensor (NAS) ... |
Artículo
Real-time detection of uncalibrated sensors using Neural Networks
(Cornell University, 2021)
Nowadays, sensors play a major role in several contexts like science, industry and daily life which benefit of their use. ... |
Ponencia
Aprendizaje basado en proyectos en el ámbito de la Ingeniería de la Salud: desarrollo de sistemas para la rehabilitación y la ayuda a la discapacidad
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2021)
El reciente Grado en Ingeniería de la Salud se originó con el planteamiento de cubrir la carencia de conoci miento sobre ... |
Artículo
Event Based Time-Vectors for auditory features extraction: a neuromorphic approach for low power audio recognition
(Cornell University, 2021)
In recent years tremendous efforts have been done to advance the state of the art for Natural Language Processing (NLP) ... |
Ponencia
Live Demonstration: Neuromorphic Sensory Integration for Combining Sound Source Localization and Collision Avoidance
(IEEE Xplore, 2020)
The brain is able to solve complex tasks in real time by combining different sensory cues with previously acquired knowledge. ... |
Artículo
COVID-XNet: a custom Deep Learning system to diagnose and locate COVID-19 in chest X-ray images
(MDPI, 2020)
The COVID-19 pandemic caused by the new coronavirus SARS-CoV-2 has changed the world as we know it. An early diagnosis is ... |
Artículo
NeuroPod: a real-time neuromorphic spiking CPG applied to robotics
(Elsevier, 2020)
Initially, robots were developed with the aim of making our life easier, carrying out repetitive or dangerous tasks for ... |
Artículo
PROMETEO: A CNN-based computer-aided diagnosis system for WSI prostate cancer detection
(IEEE Computer Society, 2020)
Prostate cancer is currently one of the most commonly-diagnosed types of cancer among males. Although its death rate has ... |
Ponencia
Work-in-Progress: A Neuromorphic Approach of the Sound Source Localization Task in Real-Time Embedded Systems
(ACM Digital Library, 2019)
Autonomous robots have become a very popular topic within the artificial intelligence field. These systems are able to ... |
Ponencia
Live Demonstration: Neuromorphic Row-by-Row Multi-convolution FPGA Processor-SpiNNaker architecture for Dynamic-Vision Feature Extraction
(IEEE Computer Society, 2019)
In this demonstration a spiking neural network architecture for vision recognition using an FPGA spiking convolution ... |
Ponencia
Live Demonstration: neuromorphic robotics, from audio to locomotion through spiking CPG on SpiNNaker.
(IEEE Computer Society, 2019)
This live demonstration presents an audio-guided neuromorphic robot: from a Neuromorphic Auditory Sensor (NAS) to locomotion ... |
Ponencia
Glioma Diagnosis Aid through CNNs and Fuzzy-C Means for MRI
(ScitePress Digital Library, 2019)
Glioma is a type of brain tumor that causes mortality in many cases. Early diagnosis is an important factor. Typically, ... |
Ponencia
An Automated Fall Detection System Using Recurrent Neural Networks
(Springer, 2019)
Falls are the most common cause of fatal injuries in elderly people, causing even death if there is no immediate assistance. ... |
Ponencia
Clasificación de tumores en cáncer de mama basado en redes neuronales de convolución
(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 ... |
Ponencia
Sampling Frequency Evaluation on Recurrent Neural Networks Architectures for IoT Real-time Fall Detection Devices
(ScitePress Digital Library, 2019)
Falls are one of the most frequent causes of injuries in elderly people. Wearable Fall Detection Systems provided a ... |
Ponencia
Spiking row-by-row FPGA Multi-kernel and Multi-layer Convolution Processor.
(IEEE Computer Society, 2019)
Spiking convolutional neural networks have become a novel approach for machine vision tasks, due to the latency to process ... |
Ponencia
Breast Cancer Automatic Diagnosis System using Faster Regional Convolutional Neural Networks
(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 ... |
Ponencia
Multi-dataset Training for Medical Image Segmentation as a Service
(ScitePress Digital Library, 2019)
Deep Learning tools are widely used for medical image segmentation. The results produced by these techniques depend to a ... |
Artículo
Interfacing PDM sensors with PFM spiking systems: application for Neuromorphic Auditory Sensors
(Cornell University, 2019)
In this paper we present a sub-system to convert audio information from low-power MEMS microphones with pulse density ... |
Ponencia
Neuromorphic Sensory Integration for Combining Sound Source Localization and Collision Avoidance
(IEEE Computer Society, 2019)
Animals combine various sensory cues with previously acquired knowledge to safely travel towards a target destination. In ... |
Artículo
Neuronal Specialization for Fine-Grained Distance Estimation using a Real-Time Bio-Inspired Stereo Vision System
(MDPI, 2019)
The human binocular system performs very complex operations in real-time tasks thanks to neuronal specialization and several ... |
Ponencia
A Low-power, Reachable, Wearable and Intelligent IoT Device for Animal Activity Monitoring
(ScitePress Digital Library, 2019)
Along with the proliferation of mobile devices and wireless signal coverage, IoT devices, such as smart wristbands for ... |
Artículo
Stereo Matching in Address-Event-Representation (AER) Bio-Inspired Binocular Systems in a Field-Programmable Gate Array (FPGA)
(MDPI, 2019)
In stereo-vision processing, the image-matching step is essential for results, although it involves a very high computational ... |
Artículo
Implementing a Distance Estimator for a Wildlife Tracking System Based on 802.15.4
(MDPI, 2019)
In this work, a novel distance estimation mechanism using received signal strength indication (RSSI) signals with ZigBee ... |
Tesis Doctoral
Neuromorphic audio processing through real-time embedded spiking neural networks.
(2018)
In this work novel speech recognition and audio processing systems based on a spiking artificial cochlea and neural networks ... |
Ponencia
Deep Spiking Neural Network model for time-variant signals classification: a real-time speech recognition approach
(IEEE Computer Society, 2018)
Speech recognition has become an important task to improve the human-machine interface. Taking into account the limitations ... |
Artículo
Embedded neural network for real-time animal behavior classification
(Elsevier, 2018)
Recent biological studies have focused on understanding animal interactions and welfare. To help biolo- gists to obtain ... |
Ponencia
Event-based Row-by-Row Multi-convolution engine for Dynamic-Vision Feature Extraction on FPGA
(IEEE Computer Society, 2018)
Neural networks algorithms are commonly used to recognize patterns from different data sources such as audio or vision. ... |
Ponencia
Sistema informático móvil para el apoyo al cese tabáquico mediante mensajes motivacionales personalizados
(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 ... |
Artículo
Deep Neural Networks for the Recognition and Classification of Heart Murmurs Using Neuromorphic Auditory Sensors
(IEEE Computer Society, 2017)
Auscultation is one of the most used techniques for detecting cardiovascular diseases, which is one of the main causes of ... |
Ponencia
Live demonstration — Multilayer spiking neural network for audio samples classification using SpiNNaker
(IEEE Computer Society, 2017)
In this demonstration we present a spiking neural network architecture for audio samples classification using SpiNNaker. ... |
Ponencia
A Protocol Generator Tool for Automatic In-Vitro HPV Robotic Analysis
(Springer, 2017)
Human Papilloma Virus (HPV) could develop precancerous lesions and invasive cancer, as it is the main cause of nearly all ... |
Ponencia
A SpiNNaker Application: Design, Implementation and Validation of SCPGs
(Springer, 2017)
In this paper, we present the numerical results of the implementation of a Spiking Central Pattern Generator (SCPG) on a ... |
Ponencia
Accuracy Improvement of Neural Networks Through Self-Organizing-Maps over Training Datasets
(Springer, 2017)
Although it is not a novel topic, pattern recognition has become very popular and relevant in the last years. Different ... |
Ponencia
Semi-wildlife gait patterns classification using Statistical Methods and Artificial Neural Networks
(IEEE Computer Society, 2017)
Several studies have focused on classifying behavioral patterns in wildlife and captive species to monitor their activities ... |
Artículo
NAVIS: Neuromorphic Auditory VISualizer Tool
(Elsevier, 2017)
This software presents diverse utilities to perform the first post-processing layer taking the neuromorphic auditory sensors ... |
Ponencia
Realización de un proyecto en grupo con carácter multidisciplinar para alumnos de Ingeniería de la Salud usando la metodología ABP
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2016)
La sociedad avanza, y este avance favorece la aparición de nuevas necesidades, las cuales son cubiertas por profesionales ... |
Ponencia
Práctica de desarrollo de interfaces hardware/software para la monitorización del estado de un PC
(AENUI: Asociación de Enseñantes Universitarios de Informática, 2016)
Este artículo presenta una práctica laboratorio impartida mediante una metodología de aprendizaje basado en proyectos (ABP) ... |
Ponencia
Sound Recognition System Using Spiking and MLP Neural Networks
(Springer, 2016)
In this paper, we explore the capabilities of a sound classification system that combines a Neuromorphic Auditory System ... |
Ponencia
Práctica de diseño hardware/software de un robot móvil con interfaces inalámbricas
(AENUI: Asociación de Enseñantes Universitarios de Informática, 2016)
En el presente artículo se describe una práctica de laboratorio multitarea en el ámbito de las asignaturas de sistemas ... |
Ponencia
A Sensor Fusion Horse Gait Classification by a Spiking Neural Network on SpiNNaker
(Springer, 2016)
The study and monitoring of the behavior of wildlife has always been a subject of great interest. Although many systems ... |
Ponencia
A 20Mevps/32Mev event-based USB framework for neuromorphic systems debugging
(IEEE Computer Society, 2016)
Neuromorphic systems are engineering solutions that take inspiration from biological neural systems. They use spike-or ... |
Artículo
Wireless Sensor Network for Wildlife Tracking and Behavior Classification of Animals in Doñana
(IEEE Computer Society, 2016)
The study and monitoring of wildlife has always been a subject of great interest. Studying the behavior of wild animals ... |
Ponencia
Incremento de la motivación en el aprendizaje de enseñanzas informáticas mediante herramientas maker
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2016)
La enseñanza de asignaturas del ámbito de la informática está experimentando un gran cambio. La motivación del alumnado ... |
Ponencia
Multilayer Spiking Neural Network for Audio Samples Classification Using SpiNNaker
(Springer, 2016)
Audio classification has always been an interesting subject of research inside the neuromorphic engineering field. Tools ... |
Ponencia
Performance Evaluation of Neural Networks for Animal Behaviors Classification: Horse Gaits Case Study
(Springer, 2016)
The study and monitoring of wildlife has always been a subject of great interest. Studying the behavior of wildlife animals ... |
Ponencia
System based on inertial sensors for behavioral monitoring of wildlife
(IEEE Computer Society, 2015)
Sensors Network is an integration of multiples sensors in a system to collect information about different environment ... |
Ponencia
Aprendizaje progresivo basado en proyectos en el ámbito de la Ingeniería Biomédica: diseño, construcción y programación de un ECG basado en un microcontrolador de bajo coste
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2014)
En la coyuntura sanitaria y educacional en la que se encuentra la sociedad desde hace unos años, el Cam pus de Excelencia ... |
Ponencia
Aprendizaje Basado en Proyectos: Implementación de Interfaces Gráficas para microcontroladores ARM
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2014)
ste artículo presenta la metodología empleada para dotar a nuestros alumnos, alumnos de la asignatura Diseño con ... |
Ponencia
Desde CoOs hasta .NetFramework: Comunicación hardware/software mediante VCP
(Asociación de Enseñantes Universitarios de la Informática (AENUI), 2014)
En este artículo se describe una práctica de labora torio para la docencia de sistemas operativos en tiempo real (RTOS) ... |