Average Cell Orientation, Eccentricity and Size Estimated from Tissue Images

dc.contributor.authorIles, Peteren
dc.date.accessioned2006-08-22T14:01:52Z
dc.date.available2006-08-22T14:01:52Z
dc.date.issued2005en
dc.date.submitted2005en
dc.description.abstractFive image processing algorithms are proposed to measure the average orientation, eccentricity and size of cells in images of biological tissue. These properties, which can be embodied by an elliptical 'composite cell', are crucial for biomechanical tissue models. To automatically determine these properties is challenging due to the diverse nature of the image data, with tremendous and unpredictable variability in illumination, cell pigmentation, cell shape and cell boundary visibility. One proposed algorithm estimates the composite cell properties directly from the input tissue image, while four others estimate the properties from frequency domain data. The accuracy and stability of the algorithms are quantitatively compared through application to a wide variety of real images. Based on these results, the best algorithm is selected.en
dc.formatapplication/pdfen
dc.format.extent2303770 bytes
dc.format.mimetypeapplication/pdf
dc.identifier.urihttp://hdl.handle.net/10012/905
dc.language.isoenen
dc.pendingfalseen
dc.publisherUniversity of Waterlooen
dc.rightsCopyright: 2005, Iles, Peter. All rights reserved.en
dc.subjectSystems Designen
dc.subjectcomposite cellen
dc.subjectaverage cellen
dc.subjectshape detectionen
dc.subjectgeometryen
dc.subjecttextureen
dc.subjecttexture elementen
dc.subjectorientationen
dc.subjectaspect ratioen
dc.subjectcell areaen
dc.subjectspatial-frequencyen
dc.subjectembryologyen
dc.subjectmorphogenesisen
dc.subjecttissue mechanicsen
dc.subjectmicroscopyen
dc.titleAverage Cell Orientation, Eccentricity and Size Estimated from Tissue Imagesen
dc.typeMaster Thesisen
uws-etd.degreeMaster of Applied Scienceen
uws-etd.degree.departmentSystems Design Engineeringen
uws.peerReviewStatusUnrevieweden
uws.scholarLevelGraduateen
uws.typeOfResourceTexten

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