5 papers · 1 filter
Hybrid ANN-SNN Pipeline with Local Plasticity
Denis Larionov, Khairutin Shtanchaev, Mikhail Kiselev +2
This work proposes a hybrid ANN-SNN pipeline that effectively leverages the rich embeddings of pretrained artificial neural networks (ANNs) to enable high-performance spiking neura…
Convolutional Spiking Neural Network for Image Classification
Mikhail Kiselev, Andrey Lavrentyev
We consider an implementation of convolutional architecture in a spiking neural network (SNN) used to classify images. As in the traditional neural network, the convolutional layer…
A Digital Machine Learning Algorithm Simulating Spiking Neural Network CoLaNET
Mikhail Kiselev
During last several years, our research team worked on development of a spiking neural network (SNN) architecture, which could be used in the wide range of supervised learning clas…
Classifying Images with CoLaNET Spiking Neural Network -- the MNIST Example
Mikhail Kiselev
In the present paper, it is shown how the columnar/layered CoLaNET spiking neural network (SNN) architecture can be used in supervised learning image classification tasks. Image pi…
CoLaNET -- A Spiking Neural Network with Columnar Layered Architecture for Classification
Mikhail Kiselev
In the present paper, I describe a spiking neural network (SNN) architecture which, can be used in wide range of supervised learning classification tasks. It is assumed, that all p…