DocumentCode
398326
Title
Super-resolution using the Walsh functions: a new algorithm for image reconstruction
Author
Omrane, Naceur ; Palmer, Phil
Author_Institution
Surrey Space Centre, Surrey Univ., Guildford, UK
Volume
2
fYear
2003
fDate
14-17 Sept. 2003
Abstract
Super-resolution techniques attempt to produce a high-resolution image from a sequence of shifted low-resolution images. The super-resolution problem has received recently a considerable attention within the image community. Spatial methods have proven to be more flexible and efficient comparing to the frequency methods. This paper introduces a new spatial approach for achieving image reconstruction from a sequence of images. The new approach we propose herein is based upon the representation of a signal by the superposition of members of a set of the orthogonal functions Walsh. We shall show how is it possible to retrieve the missing information in an image of resolution 2M from another image shifted by a subpixel shift in order to reconstruct a new image with resolution 2M+1. The shift is estimated using a new measure of sharpness. Some experimental results using synthetic sequences are presented in this paper to demonstrate the performance of this new method. We assume here only translation motion and no noise was considered.
Keywords
Walsh functions; image reconstruction; image representation; image resolution; image sequences; Walsh function; high-resolution image; image reconstruction; image sequence; missing information retrieval; orthogonal function set; shift estimation; shifted low-resolution image; signal representation; spatial method; subpixel shift; super-resolution technique; synthetic sequence; translation motion; Frequency; High-resolution imaging; Image reconstruction; Image resolution; Image retrieval; Information retrieval; Layout; Pixel; Signal resolution; Spatial resolution;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7750-8
Type
conf
DOI
10.1109/ICIP.2003.1246676
Filename
1246676
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