Edge direction preserving image zooming: A mathematical and numerical analysis

Citation
F. Malgouyres et F. Guichard, Edge direction preserving image zooming: A mathematical and numerical analysis, SIAM J NUM, 39(1), 2001, pp. 1-37
Citations number
30
Categorie Soggetti
Mathematics
Journal title
SIAM JOURNAL ON NUMERICAL ANALYSIS
ISSN journal
00361429 → ACNP
Volume
39
Issue
1
Year of publication
2001
Pages
1 - 37
Database
ISI
SICI code
0036-1429(20010323)39:1<1:EDPIZA>2.0.ZU;2-2
Abstract
We focus in this paper on some reconstruction/restoration methods whose aim is to improve the resolution of digital images. The main point here is to study the ability of such methods to preserve one-dimensional (1D) structur es. Indeed, such structures are important since they are often carried by t he image edges. First we focus on linear methods, give a general framework to design them, and show that the preservation of 1D structures pleads in f avor of the cancellation of the periodization of the image spectrum. More p recisely, we show that preserving 1D structures implies the linear methods to be written as a convolution of the sinc interpolation. As a consequence, we cannot cope linearly with Gibbs effects, sharpness of the results, and the preservation of the 1D structure. Second, we study variational nonlinea r methods and, in particular, the one based on total variation. We show tha t this latter permits us to avoid these shortcomings. We also prove the exi stence and consistency of an approximate solution to this variational probl em. At last, this theoretical study is highlighted by experiments, both on synthetic and natural images, which show the effects of the described metho ds on images as well as on their spectrum.