Vector image

I guess saving figures as vector graphics would have a better resolution: 
```python
fig_ext = '.eps'
fig.savefig(os.path.join(fig_dir, 'convnet_fig' + fig_ext),
      bbox_inches='tight', pad_inches=0, format='eps')
```