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DRAW implmentation [Gregor 2015]

Implementation of the draw network in Lasagne (https://github.com/benanne/Lasagne)

The Read/write operation is based on https://github.com/jbornschein/draw/tree/master/draw

This is work in progress and is poorly documented

Animation of the DRAW network reconstructing images. Modelling p(x).

DRAW animation

Animation of reconstructing images modelling p(x,y). The two first rows generate 0's, next two rows 1's etc. The model is not fully converged

DRAW animation

Install

First install Lasagne and Theano.

git clone https://github.com/skaae/lasagne-draw.git

cd lasagne-draw

python setup.py develop

cd ..

python -c 'import deepmodels'

References

  • Gregor, K., Danihelka, I., Graves, A., & Wierstra, D. (2015). DRAW: A Recurrent Neural Network For Image Generation. arXiv Preprint arXiv:1502.04623.