Time-Multiplexed Spiking Convolutional Neural Network Based on VCSELs for Unsupervised Image Classification

Time-Multiplexed Spiking Convolutional Neural Network Based on VCSELs for Unsupervised Image Classification

In this work, we present numerical results concerning a multilayer “deep” photonic spiking convolutional neural network, arranged so as to tackle a 2D image classification task. The spiking neurons used are typical two-section quantum-well vertical-cavity surface-emitting lasers that exhibit isomorp...

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Bibliographic Details
Main Authors: Menelaos Skontranis, George Sarantoglou, Stavros Deligiannidis, Adonis Bogris, Charis Mesaritakis
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Applied Sciences
Subjects:
neuromorphic computing
optical neural networks
image classification
machine learning
laser dynamics
semiconductor lasers
Online Access:https://www.mdpi.com/2076-3417/11/4/1383

Internet

https://www.mdpi.com/2076-3417/11/4/1383

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