2006 International Conference of the IEEE Engineering in Medicine and Biology Society 2006
DOI: 10.1109/iembs.2006.259373
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3D Statistical Shape Models of Patella for Sex Classification

Abstract: This paper proposes a new sex classification method from patellae using a novel automated feature extraction technique. A dataset of 228 patellae (95 females and 133 males) was collected and CT scanned. After the CT data was segmented, a set of features was automatically extracted, normalized, and ranked. These features include geometric features, moments, principal axes, and principal components. A feature vector of 45 dimensions for each subject was then constructed. A set of statistical and supervised neura… Show more

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Cited by 9 publications
(8 citation statements)
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“…The atlas was created as outlined in previous works by Mahfouz et al (2006). All data for the atlases were from healthy specimens segmented from CT with resolution of 0.625 Â 0.625 Â 0.625 mm.…”
Section: Bone Atlasmentioning
confidence: 99%
“…The atlas was created as outlined in previous works by Mahfouz et al (2006). All data for the atlases were from healthy specimens segmented from CT with resolution of 0.625 Â 0.625 Â 0.625 mm.…”
Section: Bone Atlasmentioning
confidence: 99%
“…A previously developed technique (Kuhn et al 2005, Mahfouz et al 2006b) for creating a statistical representation of bone shape is employed in a novel manner. Here two separate statistical atlases of femora have been compiled with one atlas containing only male femora and the other only female femora.…”
Section: Atlas Creation and Validationmentioning
confidence: 99%
“…Previous studies carried out sex determinations using CT images of the cranium, sternum or patella [12][13][14][15][16][17][18][19][20]. However, corpses that require identification are often challenging, as they can be severely burned, decomposed, or have suffered traumatic dismemberment.…”
Section: Introductionmentioning
confidence: 99%
“…Postmortem CT imaging is a good method to depict osseous structures [8][9][10][11], so CT scanning is also applied in forensic anthropology. Currently, CT scans are used for typical forensic anthropological tasks such as sex and age determination [12][13][14][15][16][17][18][19][20]. The assessment of morphological bone traits of individuals is basically accurate but should be performed by physical anthropologists.…”
Section: Introductionmentioning
confidence: 99%