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…
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…
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…
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…
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…