Search Results for author: Juan P. Dominguez-Morales

Found 10 papers, 3 papers with code

Bio-inspired computational memory model of the Hippocampus: an approach to a neuromorphic spike-based Content-Addressable Memory

no code implementations9 Oct 2023 Daniel Casanueva-Morato, Alvaro Ayuso-Martinez, Juan P. Dominguez-Morales, Angel Jimenez-Fernandez, Gabriel Jimenez-Moreno

This work presents the first hardware implementation of a fully-functional bio-inspired spiking hippocampal content-addressable memory model, paving the way for the development of future more complex neuromorphic systems.

Hippocampus

Construction of a spike-based memory using neural-like logic gates based on Spiking Neural Networks on SpiNNaker

no code implementations8 Jun 2022 Alvaro Ayuso-Martinez, Daniel Casanueva-Morato, Juan P. Dominguez-Morales, Angel Jimenez-Fernandez, Gabriel Jimenez-Moreno

Neuromorphic engineering concentrates the efforts of a large number of researchers due to its great potential as a field of research, in a search for the exploitation of the advantages of the biological nervous system and the brain as a whole for the design of more efficient and real-time capable applications.

Spike-based building blocks for performing logic operations using Spiking Neural Networks on SpiNNaker

1 code implementation9 May 2022 Alvaro Ayuso-Martinez, Daniel Casanueva-Morato, Juan P. Dominguez-Morales, Angel Jimenez-Fernandez, Gabriel Jimenez-Moreno

The functionality of traditional logic gates and the proposed blocks is studied, and the feasibility of the presented approach is discussed.

Event Based Time-Vectors for auditory features extraction: a neuromorphic approach for low power audio recognition

no code implementations13 Dec 2021 Marco Rasetto, Juan P. Dominguez-Morales, Angel Jimenez-Fernandez, Ryad Benosman

In recent years tremendous efforts have been done to advance the state of the art for Natural Language Processing (NLP) and audio recognition.

Edge-computing

Wide & Deep neural network model for patch aggregation in CNN-based prostate cancer detection systems

no code implementations20 May 2021 Lourdes Duran-Lopez, Juan P. Dominguez-Morales, Daniel Gutierrez-Galan, Antonio Rios-Navarro, Angel Jimenez-Fernandez, Saturnino Vicente-Diaz, Alejandro Linares-Barranco

Prostate cancer (PCa) is one of the most commonly diagnosed cancer and one of the leading causes of death among men, with almost 1. 41 million new cases and around 375, 000 deaths in 2020.

whole slide images

Real-time detection of uncalibrated sensors using Neural Networks

no code implementations2 Feb 2021 Luis J. Muñoz-Molina, Ignacio Cazorla-Piñar, Juan P. Dominguez-Morales, Fernando Perez-Peña

Nowadays, sensors play a major role in several contexts like science, industry and daily life which benefit of their use.

Transfer Learning

Neuromorphic adaptive spiking CPG towards bio-inspired locomotion of legged robots

no code implementations24 Jan 2021 Pablo Lopez-Osorio, Alberto Patino-Saucedo, Juan P. Dominguez-Morales, Horacio Rostro-Gonzalez, Fernando Perez-Peña

The Spiking Central Pattern Generator consists of a network of five populations of Leaky Integrate-and-Fire neurons designed with a specific topology in such a way that the rhythmic patterns can be generated and driven by the aforementioned external stimulus.

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