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Investigation of Event-Based Surfaces for High-Speed Detection, Unsupervised Feature Extraction, and Object Recognition

In this work, we investigate event-based feature extraction through a rigorous framework of testing. We test a hardware efficient variant of Spike Timing Dependent Plasticity (STDP) on a range of spatio-temporal kernels with different surface decaying methods, decay functions, receptive field sizes,...

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Detalles Bibliográficos
Autores principales: Afshar, Saeed, Hamilton, Tara Julia, Tapson, Jonathan, van Schaik, André, Cohen, Gregory
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344467/
https://www.ncbi.nlm.nih.gov/pubmed/30705618
http://dx.doi.org/10.3389/fnins.2018.01047