Szczegóły publikacji
Opis bibliograficzny
Recognition of subtle microcalcifications in high-resolution mammograms / Krzysztof BORYCZKO, Marcin KURDZIEL // W: Computer Recognition Systems : proceedings of the 4th international conference on Computer Recognition Systems CORES'05 : [May 22–25, 2005, Rydzyna, Poland] / eds. Marek Kurzyński [et al.]. — Berlin, Heidelberg : Springer-Verlag, 2005. — (Advances in Soft Computing ; ISSN 1615-3871 ; vol. 30). — ISBN: 978-3-540-25054-8; e-ISBN: 978-3-540-32390-7. — S. 485–492. — Bibliogr. s. 492, Summ.
Autorzy (2)
Dane bibliometryczne
| ID BaDAP | 26796 |
|---|---|
| Data dodania do BaDAP | 2006-03-24 |
| Rok publikacji | 2005 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp |  |
| Czasopismo/seria | Advances in Soft Computing |
Abstract
In this article we present a new method for recognition of subtle microcalcifications in high-resolution digital mammograms. The identification of suspicious regions in mammogram images is carried out rising a method based oil the 2D discrete wavelet transform. For classification of regions we use the SVC algorithm. Initially, a number of statistical features of mammogram regions was employed to achieve high classification accuracy. Using a novel clustering technique we performed feature selection and identified IS highly descriptive features. Our method can achieve sensitivity as high as 0.97 while maintaining specificity above 0.90.
