This is a deep learning approach to depixelizing images, with a goal to fully integrate it into an emulator to provide real-time HD gameplay.
The idea is to resize high definition images from side-scrolling video games to the original Gameboy Color resolution (160,144) to use as a training set. The resized HD image will serve as the input to the network, and the output will be compared with the original unsized image.