论文标题
无监督的图像分类,通过时间多头光子多层尖峰卷积神经网络
Unsupervised Image Classification Through Time-Multiplexed Photonic Multi-Layer Spiking Convolutional Neural Network
论文作者
论文摘要
我们介绍了基于二片VCSEL的深光峰值卷积神经网络的结果,以图像分类为目标。培训基于无监督的峰值依赖性可塑性,而神经元时间 - 培训和超快速反应被利用以减少物理神经元计数的降低90%
We present results of a deep photonic spiking convolutional neural network, based on two-section VCSELs, targeting image classification. Training is based on unsupervised spike-timing dependent plasticity, whereas neuron time-multiplexing and ultra-fast response are exploited towards a a reduction of the physical neuron count by 90%