NMNIST-STDP-SpiNNaker
A Spiking Neural Network model for Digit Recognition using the N-MNIST dataset.
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NMNIST-STDP-SpiNNaker
Implementation of a Spiking Neural Network model inspired by Deihl et al. for digit recognition on the N-MNIST dataset on the Neuromophic system SpiNNaker using the software package sPyNNaker.
Dependencies
- Python3
- pyNN
- numpy
- matplotlib
- seaborn
- os
- sys
- openCV
- random
- eventvision [https://github.com/gorchard/event-Python/blob/master/eventvision.py]
To-Do
- Get Accuracy.
- Hyperparameter tuning for digit recognition of 3 digits (5, 6 and 9).
- Hyperparameter tuning for digit recognition of all digits (0 to 9).
- Testing Larger Models (with larger population sizes)