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conference paper

Subspace-Based Methods for Image Registration and Super-Resolution

Vandewalle, Patrick  
•
Baboulaz, Loïc  
•
Dragotti, Pier Luigi  
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2008
Proceedings of the IEEE International Conference on Image Processing
IEEE International Conference on Image Processing

Super-resolution algorithms combine multiple low resolution images into a single high resolution image. They have received a lot of attention recently in various application domains such as HDTV, satellite imaging, and video surveillance. These techniques take advantage of the aliasing present in the input images to reconstruct high frequency information of the resulting image. One of the major challenges in such algorithms is a good alignment of the input images: subpixel precision is required to enable accurate reconstruction. In this paper, we give an overview of some subspace techniques that address this problem. We first formulate super-resolution in a multichannel sampling framework with unknown offsets. Then, we present three registration methods: one approach using ideas from variable projections, one using a Fourier description of the aliased signals, and one using a spline description of the sampling kernel. The performance of the algorithms is evaluated in numerical simulations.

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Type
conference paper
DOI
10.1109/ICIP.2008.4711837
Author(s)
Vandewalle, Patrick  
Baboulaz, Loïc  
Dragotti, Pier Luigi  
Vetterli, Martin  
Date Issued

2008

Published in
Proceedings of the IEEE International Conference on Image Processing
Start page

645

End page

648

Subjects

image registration

•

image resolution

•

image restoration

•

spectral analysis

•

spline functions

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LCAV  
Event nameEvent placeEvent date
IEEE International Conference on Image Processing

San Diego

October 12-15, 2008

Available on Infoscience
November 4, 2008
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/30652
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