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).
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
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.