Image edge detection with a photonic spiking VCSEL-neuron

被引:22
|
作者
Robertson, Joshua [1 ]
Zhang, Yahui [1 ,2 ]
Hejda, Matej [1 ]
Bueno, Julian [1 ]
Xiang, Shuiying [2 ]
Hurtado, Antonio [1 ]
机构
[1] Univ Strathclyde, Inst Photon, SUPA Dept Phys, TIC Ctr, 99 George St, Glasgow G1 1RD, Lanark, Scotland
[2] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710071, Peoples R China
来源
OPTICS EXPRESS | 2020年 / 28卷 / 25期
基金
英国工程与自然科学研究理事会; 欧盟地平线“2020”; 中国国家自然科学基金;
关键词
NEUROMORPHIC PHOTONICS; EXCITABILITY; ARCHITECTURE; NETWORKS; LASERS;
D O I
10.1364/OE.408747
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We report both experimentally and in theory on the detection of edge features in digital images with an artificial optical spiking neuron based on a vertical-cavity surface-emitting laser (VCSEL). The latter delivers fast (< 100 ps) neuron-like optical spikes in response to optical inputs pre-processed using convolution techniques; hence representing image feature information with a spiking data output directly in the optical domain. The proposed technique is able to detect target edges of different directionalities in digital images by applying individual kernel operators and can achieve complete image edge detection using gradient magnitude. Importantly, the neuromorphic (brain-like) spiking edge detection of this work uses commercially sourced VCSELs exhibiting responses at sub-nanosecond rates (many orders of magnitude faster than biological neurons) and operating at the important telecom wavelength of 1300 nm; hence making our approach compatible with optical communication and data-centre technologies. Published by The Optical Society under the terms of the Creative Commons Attribution 4.0 License.
引用
收藏
页码:37526 / 37537
页数:12
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