A deep neural network that can synthesise drawings of any object. Interestingly enough, it looks much like a 4 year olds drawing.
Given a description of an image, it can generate fairly realistic HD images of the description. They have a github, so you can even try it out!
Super Resolution (Like CSI ENHANCE THAT IMAGE)
This is an incredible tool, it can create resolution where there is none, very much like in CSI.
Speech Separation from video
This is a very cool case of machine learning research. Here they can isolate specific audio from a video by pointing on the video where the audio is coming from.