A code wise implementation of Convolutional Self-Organising maps
Dataset used - MNIST dataset. (Please download it from the original website - http://yann.lecun.com/exdb/mnist/)
Main code file - final_SOM.py
- python final_SOM.py
- python visWeights.py som.npz 1 10 10 28 3
- Finally view the w.png file to observe the results
Please refer and cite the following paper:
An energy-based convolutional SOM model with self-adaptation capabilities A Gepperth, A Sarkar, T Kopinski - International Conference on Artificial Neural Networks, 2018
(Link to Paper- www.neuroinformatics.eu/alexander/papers/gepperth2018b.pdf)