The inversion task
We are given:
A generator that converts codes into images.
A large dataset of images.
We want a fast way of converting images into the codes
that would generate them.
If we can do this inversion, we can use “analysis by
synthesis” which is obviously the right way to do
recognition (e.g. figure out how a digit was drawn)
We are not given:
The codes for the images in the training set.
A prior over codes.