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Compression-based Image Registration

Image registration is an important component of image analysis used to align two or more images. In this paper, we present a new framework for image registration based on compression. The basic idea underlying our approach is the conjecture that two images are correctly registered when we can maximally compress one image given the information in the other. The contribution of this paper is twofold. First, we show that the image registration process can be dealt with from the perspective of a compression problem. Second, we demonstrate that the similarity metric, introduced by Li et al., performs well in image registration. Two different versions of the similarity metric have been used: the Kolmogorov version, computed using standard real-world compressors, and the Shannon version, calculated from an estimation of the entropy rate of the images

IEEE

Author: Bardera i Reig, Antoni
Feixas Feixas, Miquel
Boada, Imma
Sbert, Mateu
Abstract: Image registration is an important component of image analysis used to align two or more images. In this paper, we present a new framework for image registration based on compression. The basic idea underlying our approach is the conjecture that two images are correctly registered when we can maximally compress one image given the information in the other. The contribution of this paper is twofold. First, we show that the image registration process can be dealt with from the perspective of a compression problem. Second, we demonstrate that the similarity metric, introduced by Li et al., performs well in image registration. Two different versions of the similarity metric have been used: the Kolmogorov version, computed using standard real-world compressors, and the Shannon version, calculated from an estimation of the entropy rate of the images
Document access: http://hdl.handle.net/2072/94955
Language: eng
Publisher: IEEE
Rights: Tots els drets reservats
Subject: Compressió d’imatges
Dades -- Compressió (Informàtica)
Imatges -- Processament
Data compression (Computer science)
Image compression
Image processing
Title: Compression-based Image Registration
Type: info:eu-repo/semantics/article
Repository: Recercat

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