ESPCN (Efficient Sub-Pixel CNN), proposed by Shi, 2016 is a model that reconstructs a high-resolution version of an image given a low-resolution version. It leverages efficient \"sub-pixel convolution\" layers, which learns an array of image upscaling filters.