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capsule-networks-1's Introduction

A Tensorflow implementation of Capsule networks

Requirements

  • NumPy >= 1.11.1
  • TensorFlow >= 1.4 (Probably 1.3 should work, too, though I didn't test it)
  • numpy
  • pillow
  • scipy

Capsule network

I tried to implement the idea in Dynamic Routing Between Capsules

File description

  • config.py includes all hyper parameters that are needed.
  • utils.py contains functions regarding loading and saving.
  • model.py has all building blocks for capsNet and whole model implementation.
  • train.py is for training.
  • eval.py is for evaluation.

Usage

Training

$ python train.py

Evaluation

$ python eval.py

Training

Result

Classification

Epoch 76
Test Acc. 99.128

Reconstruction

capsule-networks-1's People

Contributors

junyeoplee avatar

Watchers

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