5 citations · 11 across the 7 of their papers we have counts for
7 papers
Reservoir computing and task performing through using high- lasers with delayed optical feedback
T. Wang, C. Jiang, Q. Fang +4
Nonlinear photonic sources including semiconductor lasers have recently been utilized as ideal computation elements for information processing. They supply energy-efficient way and…
Photonic Integrated Neuro-Synaptic Core for Convolutional Spiking Neural Network
Shuiying Xiang, Yuechun Shi, Yahui Zhang +14
Neuromorphic photonic computing has emerged as a competitive computing paradigm to overcome the bottlenecks of the von-Neumann architecture. Linear weighting and nonlinear spiking…
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking
Shuiying Xiang, Tao Zhang, Shuqing Jiang +7
Spiking neural network (SNN) is a biologically-plausible model and exhibits advantages of high computational capability and low power consumption. While the training of deep SNN is…
Adversarial attacks on an optical neural network
Shuming Jiao, Ziwei Song, Shuiying Xiang
Adversarial attacks have been extensively investigated for machine learning systems including deep learning in the digital domain. However, the adversarial attacks on optical neura…
Hardware-algorithm collaborative computing with photonic spiking neuron chip based on integrated Fabry-Pérot laser with saturable absorber
Shuiying Xiang, Yuechun Shi, Xingxing Guo +15
Photonic neuromorphic computing has emerged as a promising avenue toward building a low-latency and energy-efficient non-von-Neuman computing system. Photonic spiking neural networ…
All-optical neuromorphic binary convolution with a spiking VCSEL neuron for image gradient magnitudes
Yahui Zhang, Joshua Robertson, Shuiying Xiang +3
All-optical binary convolution with a photonic spiking vertical-cavity surface-emitting laser (VCSEL) neuron is proposed and demonstrated experimentally for the first time. Optical…
Convolutional Image Edge Detection Using Ultrafast Photonic Spiking VCSEL Neurons
Joshua Robertson, Yahui Zhang, Matej Hejda +4
We report experimentally and in theory on the detection of edge information in digital images using ultrafast spiking optical artificial neurons towards convolutional neural networ…