Epitomic Image Factorization Via Neighbor-Embedding

dc.contributor.author Türkan, Mehmet
dc.contributor.author Alain M.
dc.contributor.author Thoreau D.
dc.contributor.author Guillotel P.
dc.contributor.author Guillemot C.
dc.date.accessioned 2023-06-16T15:00:46Z
dc.date.available 2023-06-16T15:00:46Z
dc.date.issued 2015
dc.description The Institute of Electrical and Electronics Engineers on Signal Processing Society en_US
dc.description IEEE International Conference on Image Processing, ICIP 2015 -- 27 September 2015 through 30 September 2015 -- 117806 en_US
dc.description.abstract We describe a novel epitomic image representation scheme that factors a given image content into a condensed epitome and a low-resolution image to reduce the memory space for images. Given an input image, we construct a condensed epitome such that all image patches can successfully be reconstructed from the factored representation by means of an optimized neighbor-embedding strategy. Under this new scope of epitomic image representations aligned with the manifold sampling assumption, we end up a more generic epitome learning scheme with increased optimality, compactness, and reconstruction stability. We present the performance of the proposed method for image and video up-scaling (super-resolution) while extensions to other image and video processing are straightforward. © 2015 IEEE. en_US
dc.identifier.doi 10.1109/ICIP.2015.7351585
dc.identifier.isbn 9.78E+12
dc.identifier.issn 1522-4880
dc.identifier.scopus 2-s2.0-84956657854
dc.identifier.uri https://doi.org/10.1109/ICIP.2015.7351585
dc.identifier.uri https://hdl.handle.net/20.500.14365/3550
dc.language.iso en en_US
dc.publisher IEEE Computer Society en_US
dc.relation.ispartof Proceedings - International Conference on Image Processing, ICIP en_US
dc.rights info:eu-repo/semantics/openAccess en_US
dc.subject compression en_US
dc.subject Epitome learning en_US
dc.subject image factorization en_US
dc.subject image up-scaling en_US
dc.subject neighbor-embedding en_US
dc.subject super-resolution en_US
dc.title Epitomic Image Factorization Via Neighbor-Embedding en_US
dc.type Conference Object en_US
dspace.entity.type Publication
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gdc.description.departmenttemp Turkan, M., Technicolor RandD, Cesson Sévigné, France, Izmir University of Economics, Izmir, Turkey; Alain, M., Technicolor RandD, Cesson Sévigné, France, INRIA, Rennes, France; Thoreau, D., Technicolor RandD, Cesson Sévigné, France; Guillotel, P., Technicolor RandD, Cesson Sévigné, France; Guillemot, C., INRIA, Rennes, France en_US
gdc.description.endpage 4145 en_US
gdc.description.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
gdc.description.scopusquality Q3
gdc.description.startpage 4141 en_US
gdc.description.volume 2015-December en_US
gdc.description.wosquality N/A
gdc.identifier.openalex W2192429181
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gdc.oaire.keywords [INFO] Computer Science [cs]
gdc.oaire.popularity 7.560439E-10
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gdc.oaire.sciencefields 0202 electrical engineering, electronic engineering, information engineering
gdc.oaire.sciencefields 02 engineering and technology
gdc.openalex.collaboration International
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gdc.opencitations.count 1
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gdc.virtual.author Türkan, Mehmet
gdc.virtual.author Türkan, Mehmet
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