What is the difference between Deconvolution, Upsampling, Unpooling, and Convolutional Sparse Coding?

Answer (1 of 3): Upsampling refers to any technique that, well, upsamples your image to a higher resolution. The easiest way is using resampling and interpolation. This is taking an input image, rescaling it to the desired size and then calculating the pixel values at each point using a interpol...