Please use this identifier to cite or link to this item: https://doi.org/10.1109/ICIP.2007.4380011
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dc.titleA new scheme for automatic initialization of deformable models
dc.contributor.authorShen, W.
dc.contributor.authorKassim, A.A.
dc.date.accessioned2014-06-19T02:54:53Z
dc.date.available2014-06-19T02:54:53Z
dc.date.issued2006
dc.identifier.citationShen, W.,Kassim, A.A. (2006). A new scheme for automatic initialization of deformable models. Proceedings - International Conference on Image Processing, ICIP 4 : IV289-IV292. ScholarBank@NUS Repository. <a href="https://doi.org/10.1109/ICIP.2007.4380011" target="_blank">https://doi.org/10.1109/ICIP.2007.4380011</a>
dc.identifier.isbn1424414377
dc.identifier.issn15224880
dc.identifier.urihttp://scholarbank.nus.edu.sg/handle/10635/68929
dc.description.abstractThis paper presents a novel scheme for automatic initialization for all types of deformable models. Our method is able to automatically generate a close-to-boundary initialization which is independent of the subsequent segmentation process. Therefore, our method enables different types of deformable models achieve more accurate and robust results. Topographic Independent Component Analysis (TICA) based feature exaction technique is presented for learning a representation from a set of un-labeled image patches. During learning, a topographic map of basis components emerge. An intelligent contour generation procedure is also proposed. Experimental results on abdominal CT images demonstrate the potential of our approach. ©2007 IEEE.
dc.description.urihttp://libproxy1.nus.edu.sg/login?url=http://dx.doi.org/10.1109/ICIP.2007.4380011
dc.sourceScopus
dc.subjectAutomatic initialization
dc.subjectCT images
dc.subjectDeformable models
dc.subjectTopographic ICA
dc.typeConference Paper
dc.contributor.departmentELECTRICAL & COMPUTER ENGINEERING
dc.description.doi10.1109/ICIP.2007.4380011
dc.description.sourcetitleProceedings - International Conference on Image Processing, ICIP
dc.description.volume4
dc.description.pageIV289-IV292
dc.identifier.isiutNOT_IN_WOS
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