[fuddle]

This reminds me of a similar project: "Learning to See in the Dark". They used a fully-convolutional network trained on short-exposure night-time images and corresponding long-exposure reference images. Their results look quite similar to the Pixel photos.

http://cchen156.web.engr.illinois.edu/SID.html