Detection of microcalcifications in mammograms using nonlinear subband decomposition and outlier labeling

buir.contributor.authorÇetin, A. Enis
buir.contributor.orcidÇetin, A. Enis|0000-0002-3449-1958
dc.citation.epage918en_US
dc.citation.spage909en_US
dc.contributor.authorGürcan, M. Nafien_US
dc.contributor.authorYardımcı, Yasemin C.en_US
dc.contributor.authorÇetin, A. Enisen_US
dc.contributor.authorAnsari, R.en_US
dc.coverage.spatialSan Jose, CA, United States
dc.date.accessioned2016-02-08T11:59:43Z
dc.date.available2016-02-08T11:59:43Z
dc.date.issued1997-02en_US
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.descriptionDate of Conference: 8-14 February 1997
dc.descriptionConference name: Electronic Imaging '97 - Proceedings - Visual Communications and Image Processing '97
dc.description.abstractComputer-aided diagnosis will be an important feature of the next generation picture archiving and communication systems. In this paper, computer-aided detection of microcalcifications in mammograms using a nonlinear subband decomposition and outlier labeling is examined. The mammogram image is first decomposed into subimages using a nonlinear subband decomposition filter bank. A suitably identified subimage is divided into overlapping square regions in which skewness and kurtosis as measures of the asymmetry and impulsiveness of the distribution are estimated. A region with high positive skewness and kurtosis is marked as a region of interest. Finally, an outlier labeling method is used to find the locations of microcalcifications in these regions. Simulation studies are presented.en_US
dc.description.provenanceMade available in DSpace on 2016-02-08T11:59:43Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 70227 bytes, checksum: 26e812c6f5156f83f0e77b261a471b5a (MD5) Previous issue date: 1997en
dc.identifier.doi10.1117/12.263303en_US
dc.identifier.issn0277-786X
dc.identifier.urihttp://hdl.handle.net/11693/27694
dc.language.isoEnglishen_US
dc.publisherSPIE
dc.relation.isversionofhttp://dx.doi.org/10.1117/12.263303en_US
dc.source.titleProceedings - Visual Communications and Image Processing '97en_US
dc.subjectCalcification (biochemistry)en_US
dc.subjectCommunicationen_US
dc.subjectCommunication systemsen_US
dc.subjectComputer aided diagnosisen_US
dc.subjectDigital image storageen_US
dc.subjectFilter banksen_US
dc.subjectImage communication systemsen_US
dc.subjectImage processingen_US
dc.subjectImaging systemsen_US
dc.subjectLabelingen_US
dc.subjectMammographyen_US
dc.subjectMotion compensationen_US
dc.subjectVisual communicationen_US
dc.subjectComputer-aided diagnosesen_US
dc.subjectLabeling methodsen_US
dc.subjectMicrocalcificationsen_US
dc.subjectOut-liersen_US
dc.subjectPicture archivingen_US
dc.subjectRegion of interestsen_US
dc.subjectSimulation studiesen_US
dc.subjectSubband decompositionsen_US
dc.subjectPicture archiving and communication systemsen_US
dc.titleDetection of microcalcifications in mammograms using nonlinear subband decomposition and outlier labelingen_US
dc.typeConference Paperen_US

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