Neuromorphic image processing with a VCSEL neuron

Joshua Robertson; Juan Alanis; Gaetano Di Caterina; Paul Kirkland; Matej Hejda; Antonio Hurtado; Julian Bueno

doi:10.1109/IPC48725.2021.9592897

Neuromorphic image processing with a VCSEL neuron

Joshua Robertson
, Juan Alanis
, Gaetano Di Caterina
, Paul Kirkland
, Matej Hejda
, Antonio Hurtado
, Julian Bueno

University of Strathclyde

Research output: Chapter in Book / Conference Paper › Conference Paper › peer-review

Abstract

Photonic spiking VeSEL-neurons are used for high-speed neuromorphic image processing. We demonstrate that a VCSEL-Neuron system using sequential kernel operators successfully reveals all edge-features from 5000 complex images of the MNIST handwritten digit dataset.

Original language	English
Title of host publication	2021 IEEE Photonics Conference (IPC): Proceedings, Virtual Conference, 18 - 21 October 2021
Place of Publication	U.S.
Publisher	IEEE
Number of pages	2
ISBN (Print)	9781665416016
DOIs	https://doi.org/10.1109/IPC48725.2021.9592897
Publication status	Published - 12 Nov 2021
Externally published	Yes
Event	IEEE Photonics Conference - online Duration: 18 Oct 2021 → 21 Oct 2021

Publication series

Name
ISSN (Print)	2374-0140
ISSN (Electronic)	2575-274X

Conference

Conference	IEEE Photonics Conference
Abbreviated title	IPC
Period	18/10/21 → 21/10/21

Bibliographical note

Publisher Copyright:
© 2021 IEEE.

Access to Document

10.1109/IPC48725.2021.9592897

Cite this

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title = "Neuromorphic image processing with a VCSEL neuron",

abstract = "Photonic spiking VeSEL-neurons are used for high-speed neuromorphic image processing. We demonstrate that a VCSEL-Neuron system using sequential kernel operators successfully reveals all edge-features from 5000 complex images of the MNIST handwritten digit dataset.",

author = "Joshua Robertson and Juan Alanis and Caterina, \{Gaetano Di\} and Paul Kirkland and Matej Hejda and Antonio Hurtado and Julian Bueno",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; IEEE Photonics Conference, IPC ; Conference date: 18-10-2021 Through 21-10-2021",

year = "2021",

month = nov,

day = "12",

doi = "10.1109/IPC48725.2021.9592897",

language = "English",

isbn = "9781665416016",

publisher = "IEEE",

booktitle = "2021 IEEE Photonics Conference (IPC): Proceedings, Virtual Conference, 18 - 21 October 2021",

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T1 - Neuromorphic image processing with a VCSEL neuron

AU - Robertson, Joshua

AU - Alanis, Juan

AU - Caterina, Gaetano Di

AU - Kirkland, Paul

AU - Hejda, Matej

AU - Hurtado, Antonio

AU - Bueno, Julian

PY - 2021/11/12

Y1 - 2021/11/12

N2 - Photonic spiking VeSEL-neurons are used for high-speed neuromorphic image processing. We demonstrate that a VCSEL-Neuron system using sequential kernel operators successfully reveals all edge-features from 5000 complex images of the MNIST handwritten digit dataset.

AB - Photonic spiking VeSEL-neurons are used for high-speed neuromorphic image processing. We demonstrate that a VCSEL-Neuron system using sequential kernel operators successfully reveals all edge-features from 5000 complex images of the MNIST handwritten digit dataset.

UR - https://go.openathens.net/redirector/westernsydney.edu.au?url=https://doi.org/10.1109/IPC48725.2021.9592897

U2 - 10.1109/IPC48725.2021.9592897

DO - 10.1109/IPC48725.2021.9592897

M3 - Conference Paper

SN - 9781665416016

BT - 2021 IEEE Photonics Conference (IPC): Proceedings, Virtual Conference, 18 - 21 October 2021

PB - IEEE

CY - U.S.

T2 - IEEE Photonics Conference

Y2 - 18 October 2021 through 21 October 2021

ER -

Neuromorphic image processing with a VCSEL neuron

Abstract

Publication series

Conference

Bibliographical note

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