Recover high resolution images with arbitrary upscaling factors from one single low resolution image.
The unknown image can be viewed as consisting of smooth components and edges.
Conduct continuous modeling by two sets of approximated Heaviside functions.
One of the two sets represents smooth components and the other represents edges of images.
The new method is fast and gets better numerical results than some competitive methods.