K. Jensen et D. Anastassiou, SUBPIXEL EDGE LOCALIZATION AND THE INTERPOLATION OF STILL IMAGES, IEEE transactions on image processing, 4(3), 1995, pp. 285-295
In this paper, we present a nonlinear interpolation scheme for still i
mage resolution enhancement. The algorithm is based on a source model
emphasizing the visual integrity of detected edges and incorporates a
novel edge fitting operator that has been developed for this applicati
on. A small neighborhood about each pixel in the low-resolution image
is first mapped to a best-fit continuous space step edge, The bilevel
approximation serves as a local template on which the higher resolutio
n sampling grid can then be superimposed (where disputed values in reg
ions of local window overlap are averaged to smooth errors), The resul
t is an image of increased resolution with noticeably sharper edges an
d, in all tried cases, lower mean-squared reconstruction error than th
at produced by linear techniques.