For anyone who has saved a figure as an image and wants to do this without using pickle:

Have you figure created in the first instance, ready to be saved as a png image. You can save with:

fig.savefig(filename)  

When it comes to loading that figure in subsequent instances, you can run:

fig = plt.imshow(plt.imread(filename)).get_figure()