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Discrete rigid registration: A local graph-search approach

Identifieur interne : 000038 ( Main/Exploration ); précédent : 000037; suivant : 000039

Discrete rigid registration: A local graph-search approach

Auteurs : Phuc Ngo [France] ; Yukiko Kenmochi [France] ; Akihiro Sugimoto [Japon] ; Hugues Talbot [France] ; Nicolas Passat [France]

Source :

RBID : Hal:hal-01306035

English descriptors

Abstract

Image registration has become a crucial step in a wide range of imaging domains, from computer vision to computer graphics. The core of image registration consists of determining the transformation that induces the best mapping between two images. This problem is ill-posed; it is also difficult to handle, due to the high size of the images and the high dimension of the transformation parameter spaces. Computing an actually optimal solution is practically impossible when transformations are assumed continuous (i.e., defined on R n). In this article, we initiate the exploration of a new way of considering image registration. Since digital images are basically defined in a discrete framework (i.e., in Z n), the transformation spaces – despite a potentially high complexity – actually remain finite, allowing for the development of explicit exploration of the parameter space via discrete optimization schemes. We propose an analysis of the very basis of registration, by considering rigid registration between 2D images. We show, in particular, how this problem can be handled in a fully discrete fashion, by computing locally the combinatorial structure of the parameter space of discrete rigid transformations, and by navigating on-the-flight within this space via gradient descent paradigms. This registration framework is applied in real imaging cases, emphasising the relevance of our approach, and the potential usefulness of its further extension to higher dimension images and richer transformations. ✩ The research leading to these results has received funding from the French Agence Nationale de la Recherche (Grant Agreement ANR-2010-BLAN-0205) and the Programme d'Investissements d'Avenir (LabEx Bézout ,

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Le document en format XML

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<country>France</country>
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<name sortKey="Passat, Nicolas" sort="Passat, Nicolas" uniqKey="Passat N" first="Nicolas" last="Passat">Nicolas Passat</name>
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<orgName>Institut Universitaire de Technologie CRESTIC - EA 3804 - Université de Reims-Champagne-Ardenne</orgName>
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<orgName>Université de Reims Champagne-Ardenne</orgName>
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<title level="j">Discrete Applied Mathematics</title>
<idno type="ISSN">0166-218X</idno>
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<date type="datePub">2016-04-24</date>
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<term>Image registration</term>
<term>discrete optimization</term>
<term>discrete rigid transformation</term>
<term>discrete rigid transformation graph</term>
<term>graph search</term>
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<div type="abstract" xml:lang="en">Image registration has become a crucial step in a wide range of imaging domains, from computer vision to computer graphics. The core of image registration consists of determining the transformation that induces the best mapping between two images. This problem is ill-posed; it is also difficult to handle, due to the high size of the images and the high dimension of the transformation parameter spaces. Computing an actually optimal solution is practically impossible when transformations are assumed continuous (i.e., defined on R n). In this article, we initiate the exploration of a new way of considering image registration. Since digital images are basically defined in a discrete framework (i.e., in Z n), the transformation spaces – despite a potentially high complexity – actually remain finite, allowing for the development of explicit exploration of the parameter space via discrete optimization schemes. We propose an analysis of the very basis of registration, by considering rigid registration between 2D images. We show, in particular, how this problem can be handled in a fully discrete fashion, by computing locally the combinatorial structure of the parameter space of discrete rigid transformations, and by navigating on-the-flight within this space via gradient descent paradigms. This registration framework is applied in real imaging cases, emphasising the relevance of our approach, and the potential usefulness of its further extension to higher dimension images and richer transformations. ✩ The research leading to these results has received funding from the French Agence Nationale de la Recherche (Grant Agreement ANR-2010-BLAN-0205) and the Programme d'Investissements d'Avenir (LabEx Bézout ,</div>
</front>
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<li>France</li>
<li>Japon</li>
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<li>Champagne-Ardenne</li>
<li>Grand Est</li>
<li>Lorraine (région)</li>
</region>
<settlement>
<li>Metz</li>
<li>Nancy</li>
<li>Reims</li>
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<li>Université de Lorraine</li>
<li>Université de Reims Champagne-Ardenne</li>
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<name sortKey="Ngo, Phuc" sort="Ngo, Phuc" uniqKey="Ngo P" first="Phuc" last="Ngo">Phuc Ngo</name>
</region>
<name sortKey="Kenmochi, Yukiko" sort="Kenmochi, Yukiko" uniqKey="Kenmochi Y" first="Yukiko" last="Kenmochi">Yukiko Kenmochi</name>
<name sortKey="Passat, Nicolas" sort="Passat, Nicolas" uniqKey="Passat N" first="Nicolas" last="Passat">Nicolas Passat</name>
<name sortKey="Talbot, Hugues" sort="Talbot, Hugues" uniqKey="Talbot H" first="Hugues" last="Talbot">Hugues Talbot</name>
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<name sortKey="Sugimoto, Akihiro" sort="Sugimoto, Akihiro" uniqKey="Sugimoto A" first="Akihiro" last="Sugimoto">Akihiro Sugimoto</name>
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