Publication:
Information-theoretic framework for multimodal signal processing

dc.contributor.coauthorThiran, Jean-Philippe
dc.contributor.coauthorButz, Torsten
dc.contributor.departmentDepartment of Electrical and Electronics Engineering
dc.contributor.kuauthorTekalp, Ahmet Murat
dc.contributor.schoolcollegeinstituteCollege of Engineering
dc.date.accessioned2024-11-09T23:11:54Z
dc.date.issued2008
dc.description.abstractThe signal processing community has shown to be increasingly reliant upon information theoretic concepts to develop algorithms for a wide variety of important problems ranging e. g. from audio-visual signal processing to medical imaging. When comparing the proposed algorithms, two facts are particularly surprising. First, the range of practical problems which, are solved with the fundamentally very compact mathematical concepts of information theory seem to be very broad and unrelated. The second striking fact is that the mathematical expressions governing the final algorithms seem not to be much related, even though the employed fundamental concepts were identical. The main aim of this chapter consists of developing an information theoretic framework for multimodal signal processing, closely related to information theoretic feature extraction/selection. This important relationship will indicate how we can unify to a large extent multimodal medical image processing, e. g. multi-channel segmentation and image registration, and extend information theoretic registration to other features than image intensities. The framework is not at all restricted to medical images though and we will illustrate this by applying it to multimedia sequences as well.
dc.description.indexedbyWOS
dc.description.openaccessYES
dc.description.publisherscopeInternational
dc.description.sponsoredbyTubitakEuN/A
dc.identifier.doi10.1007/978-3-540-78345-9_3
dc.identifier.isbn978-3-540-78344-2
dc.identifier.issn1860-4862
dc.identifier.urihttps://doi.org/10.1007/978-3-540-78345-9_3
dc.identifier.urihttps://hdl.handle.net/20.500.14288/9727
dc.identifier.wos266815800003
dc.language.isoeng
dc.publisherSpringer-Verlag Berlin
dc.relation.ispartofMultimodal User Interfaces: From Signals To Interaction
dc.subjectComputer science
dc.subjectCbernetics
dc.subjectCivil engineering
dc.subjectElectrical electronics engineering
dc.subjectTelecommunication
dc.titleInformation-theoretic framework for multimodal signal processing
dc.typeBook Chapter
dspace.entity.typePublication
local.contributor.kuauthorTekalp, Ahmet Murat
local.publication.orgunit1College of Engineering
local.publication.orgunit2Department of Electrical and Electronics Engineering
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relation.isOrgUnitOfPublication.latestForDiscovery21598063-a7c5-420d-91ba-0cc9b2db0ea0
relation.isParentOrgUnitOfPublication8e756b23-2d4a-4ce8-b1b3-62c794a8c164
relation.isParentOrgUnitOfPublication.latestForDiscovery8e756b23-2d4a-4ce8-b1b3-62c794a8c164

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