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Computational complexity reduction methods for multiscale recurrent pattern algorithms

dc.contributor.authorFrancisco, Nelson C.
dc.contributor.authorM. M. Rodrigues, Nuno
dc.contributor.authorSilva, Eduardo A. B. da
dc.contributor.authorCarvalho, Murilo B. de
dc.contributor.authorFaria, Sergio
dc.date.accessioned2025-11-27T14:33:03Z
dc.date.available2025-11-27T14:33:03Z
dc.date.issued2011-04
dc.description.abstractThe Multidimensional Multiscale Parser algorithm was originally proposed as a generic lossy data compression algorithm. An high degree of adaptivity and versatility allowed it to outperform state-of-the-art transform-based compression methods for a wide range of applications, from still images, compound documents, or even ECG's, just to name a few. However, as other pattern matching algorithms, it presents a high computational complexity. In this paper, we investigated several techniques that allowed to considerably reduce both the encoder's and the decoder's computational complexity, with marginal R-D performance losses. The most important reduction was achieved on the decoder, that reduced up to 95% the time required by the previous method. These improvements contribute to affirm MMP as an alternative to traditional transform-based encoders, approaching its computational complexity with that of transform-based algorithms.eng
dc.identifier.citationN. C. Francisco, N. M. M. Rodrigues, E. A. B. da Silva, M. B. de Carvalho and S. M. M. de Faria, "Computational complexity reduction methods for multiscale recurrent pattern algorithms," 2011 IEEE EUROCON - International Conference on Computer as a Tool, Lisbon, Portugal, 2011, pp. 1-4, doi: 10.1109/EUROCON.2011.5929396.
dc.identifier.doi10.1109/eurocon.2011.5929396
dc.identifier.isbn978-1-4244-7486-8
dc.identifier.urihttp://hdl.handle.net/10400.8/14753
dc.language.isoeng
dc.peerreviewedyes
dc.publisherIEEE
dc.relation.hasversionhttps://ieeexplore.ieee.org/abstract/document/5929396/
dc.relation.ispartof2011 IEEE EUROCON - International Conference on Computer as a Tool
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectImage Coding
dc.subjectPattern Matching
dc.subjectData Compression
dc.titleComputational complexity reduction methods for multiscale recurrent pattern algorithmseng
dc.typeconference paper
dspace.entity.typePublication
oaire.citation.conferenceDate2011-04
oaire.citation.conferencePlaceLisboa, Portugal
oaire.citation.title2011 IEEE EUROCON - International Conference on Computer as a Tool
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85
person.familyNameM. M. Rodrigues
person.familyNameFaria
person.givenNameNuno
person.givenNameSergio
person.identifier.ciencia-id6917-B121-4E34
person.identifier.ciencia-id8815-4101-28DD
person.identifier.orcid0000-0001-9536-1017
person.identifier.orcid0000-0002-0993-9124
person.identifier.ridC-5245-2011
person.identifier.scopus-author-id7006052345
person.identifier.scopus-author-id14027853900
relation.isAuthorOfPublicationb4ebe652-7f0e-4e67-adb0-d5ea29fc9e69
relation.isAuthorOfPublicationf69bd4d6-a6ef-4d20-8148-575478909661
relation.isAuthorOfPublication.latestForDiscoveryb4ebe652-7f0e-4e67-adb0-d5ea29fc9e69

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