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All Projects → rohit-mehra → CapsNet-tensorflow-jupyter

rohit-mehra / CapsNet-tensorflow-jupyter

Licence: other
A simple tensorflow implementation of CapsNet (by Dr. G. Hinton), based on my understanding. This repository is built with an aim to simplify the concept, implement and understand it.

Programming Languages

Jupyter Notebook
11667 projects
python
139335 projects - #7 most used programming language

Labels

tensorflowvectorcapsulehintondynamic-routingcapsnetcapsule-network

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CapsNet-tensorflow-jupyter

License Contributions welcome

A Tensorflow implementation of CapsNet, based on my understanding. This repository is built with an aim to simplify the concept, implement and understand it.

Any suggestions, or any mistake you find, I'll be happy to entertain.

Credits for this amazing comparison: https://github.com/naturomics/CapsNet-Tensorflow capsVSneuron

Requirements

  • python3
  • numpy==1.13.1
  • tensorflow==1.3.0

Usage

Clone this repository with git.

$ git clone https://github.com/rrqq/CapsNet-tensorflow-jupyter.git
$ cd CapsNet-tensorflow-jupyter-master

Run Options

  1. Use Jupyter Notebook (with visualizations)
  2. From linux terminal:
$ script -c "sudo python3 main.py" train_log.txt
  1. For Dynamic Loop implementation:
$ script -c "sudo python3 dynamic_main.py" train_log_dynamic.txt

Test Accuracy (dynamic_main.py): 99.38 % First round with default parameters as in paper. The test set was the default provided by Tensorflow.

Reference

In depth analysis.

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