Ponencia
AER Spiking Neuron Computation on GPUs: The Frame-to-AER Generation
Autor/es | López-Torres, Manuel Ramón
Díaz del Río, Fernando Domínguez Morales, Manuel Jesús Jiménez Moreno, Gabriel Linares Barranco, Alejandro |
Departamento | Universidad de Sevilla. Departamento de Arquitectura y Tecnología de Computadores |
Fecha de publicación | 2011 |
Fecha de depósito | 2018-02-13 |
Publicado en |
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ISBN/ISSN | 978-3-642-24955-6 |
Resumen | Neuro-inspired processing tries to imitate the nervous system and may
resolve complex problems, such as visual recognition. The spike-based philosophy
based on the Address-Event-Representation (AER) is a neuromorphic ... Neuro-inspired processing tries to imitate the nervous system and may resolve complex problems, such as visual recognition. The spike-based philosophy based on the Address-Event-Representation (AER) is a neuromorphic interchip communication protocol that allows for massive connectivity between neurons. Some of the AER-based systems can achieve very high performances in real-time applications. This philosophy is very different from standard image processing, which considers the visual information as a succession of frames. These frames need to be processed in order to extract a result. This usually requires very expensive operations and high computing resource consumption. Due to its relative youth, nowadays AER systems are short of cost-effective tools like emulators, simulators, testers, debuggers, etc. In this paper the first results of a CUDA-based tool focused on the functional processing of AER spikes is presented, with the aim of helping in the design and testing of filters and buses management of these systems. |
Agencias financiadoras | Ministerio de Educación y Ciencia (MEC). España |
Identificador del proyecto | TEC2009-10639-C04-02 |
Cita | López Torres, M.R., Díaz del Río, F., Domínguez Morales, M.J., Jiménez Moreno, G. y Linares Barranco, A. (2011). AER Spiking Neuron Computation on GPUs: The Frame-to-AER Generation. En ICONIP 2011: 18th International Conference on Neural Information Processing (199-208), Shanghai, China: Springer. |
Ficheros | Tamaño | Formato | Ver | Descripción |
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AER Spiking Neuron.pdf | 203.0Kb | [PDF] | Ver/ | |