DocumentCode :
1868153
Title :
Breast contour detection with shape priors
Author :
Sousa, Ricardo ; Cardoso, Jaime S. ; Costa, J. F Pinto da ; Cardoso, M.J.
Author_Institution :
Fac. de Cienc., Univ. do Porto, Porto
fYear :
2008
fDate :
12-15 Oct. 2008
Firstpage :
1440
Lastpage :
1443
Abstract :
Breast cancer conservative treatment (BCCT) is considered the gold standard of breast cancer treatment. However, aesthetic results are heterogeneous and difficult to evaluate in a standardised way. The limited reproducibility of subjective aesthetic evaluation in BCCT forced the research on objective methods. A recent computer system was developed to objectively and automatically evaluate the aesthetic result of BCCT. In this system, the detection of the breast contour on the digital photograph of the patient is necessary to extract the features subsequently used in the evaluation process. In this paper we extend an algorithm based on the shortest path on a graph to detect automatically the breast contour. The advantage of graph algorithms is that they are guaranteed to find the global optimum of the problem; the difficulty is that they make it hard to enforce shape constraints. We define and compare different techniques to introduce the a priory knowledge of the mammary contour. Experimental results show that the proposed techniques consistently outperform the base method.
Keywords :
cancer; feature extraction; medical image processing; object detection; patient treatment; aesthetic evaluation; biomedical image processing; breast cancer conservative treatment; breast contour detection; digital photograph; image analysis; mammary contour; medical expert systems; shape priors; Breast cancer; Detection algorithms; Feature extraction; Image edge detection; Medical treatment; Pixel; Reproducibility of results; Shape; Skin; Surgery; Biomedical image processing; image analysis; medical expert systems; shape prior modeling; shortest path;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2008.4712036
Filename :
4712036
Link To Document :
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