Title :
Textural Assessment in Digital Mammograms
Author :
Trujillo-Zamudio, F.E. ; Marquez, J. ; Villasenor, Y. ; Brandan, M.E.
Author_Institution :
Inst. de Fisica, UNAM, Mexico City
fDate :
Aug. 30 2006-Sept. 3 2006
Abstract :
This work focuses on testing textural and morphological parameters to assess characteristic features of digital mammograms. The selected images were radiological studies from the Institute Nacional de Cancerologia in Mexico City, evaluated as BI-RADS 4 or 5, meaning "probably malign" or "malign" findings, respectively. All patients were subjected to a biopsy procedure after the image was taken. The study group consisted of patients diagnosed with cancer, while the control group included those without cancer. We propose to analyze textural roughness by the mean height-width ratio of extrema (MHWRE) and morphological features by circularity. Results show good differentiation (correct diagnosis) for 46% of the images, bad differentiation (wrong diagnosis) for 25%, and undetermined diagnosis for 29% of the cases
Keywords :
cancer; feature extraction; image classification; image texture; mammography; medical image processing; tumours; biopsy procedure; cancer diagnosis; circularity; digital mammograms; mean height-width ratio-of-extrema; morphological parameter testing; textural assessment; textural roughness analysis; Biopsy; Breast cancer; Cities and towns; Diagnostic radiography; Diseases; Image analysis; Image texture analysis; Morphology; Testing; USA Councils;
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2006.259629