Comment by mining____

This is possibly true, but it's pretty much the only practical way to do this.

If we look at most of the literature around upscaling, this method is used pretty frequently.

For a more comprehensive look at using CNNs for image upscaling, see e.g. http://research.microsoft.com/en-us/um/people/kahe/publicati...