DocumentCode :
2928881
Title :
Pectoral muscle detection in mammograms based on polar coordinates and the shortest path
Author :
Cardoso, Jaime S. ; Domingues, Inês ; Amaral, Igor ; Moreira, Inês ; Passarinho, Pedro ; Comba, João Santa ; Correia, Ricardo ; Cardoso, Maria J.
Author_Institution :
Fac. de Eng., Univ. do Porto, Porto, Portugal
fYear :
2010
fDate :
Aug. 31 2010-Sept. 4 2010
Firstpage :
4781
Lastpage :
4784
Abstract :
The automatic detection and segmentation of the pectoral muscle in the medio-lateral oblique view of mammograms is essential for further analysis of breast anormalies. However, it is still a very difficult task since the sizes, shapes and intensity contrasts of pectoral muscles change greatly from image to image. In this paper, an algorithm based on the shortest path on a graph is proposed to automatically detect the pectoral muscle contour. To overcome the difficulties of searching for the path between a lateral and the top margins of the image, this is first transformed, using polar coordinates. In the transformed image, the muscle boundary in amongst the shortest paths between the top and the bottom rows. A comprehensive comparison with manually-drawn contours reveals the strength of the proposed method.
Keywords :
biological organs; edge detection; image segmentation; mammography; medical image processing; muscle; automatic detection; breast anormalies; graph; mammograms; muscle boundary; pectoral muscle contour; pectoral muscle intensity contrasts; pectoral muscle shape; pectoral muscle size; polar coordinates; segmentation; shortest path; Breast; Databases; Image edge detection; Joining processes; Mammography; Muscles; Pixel; Algorithms; Female; Humans; Mammography; Muscle, Skeletal; Pattern Recognition, Automated; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4123-5
Type :
conf
DOI :
10.1109/IEMBS.2010.5626634
Filename :
5626634
Link To Document :
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