Face recognition works, except when it doesn't. But computer vision systems can also be used to make silly pictures!

Predicting gender: what could possibly go wrong?

Race matters in face recognition

Or perhaps face recognition is pretty bad overall?

AI trying to identify genetic disorders. (Is this a good idea?)

Convert any line drawing into a cat (side-effect of research from Alyosha Efros's group).