DocumentCode
2928795
Title
Airborne asbestos fibers detection in microscope images using re-initialization free active contours
Author
Theodosiou, Zenonas ; Tsapatsoulis, Nicolas ; Bujak-Pietrek, Stella ; Szadkowska-Stanczyk, Irena
Author_Institution
Dept. of Commun. & Internet Studies, Cyprus Univ. Technol., Limassol, Cyprus
fYear
2010
fDate
Aug. 31 2010-Sept. 4 2010
Firstpage
4785
Lastpage
4788
Abstract
Breathing in asbestos fibers can lead to a number of diseases, the fibers become trapped in the lung and cannot be removed by either coughing or the person´s immune system. Atmospheric concentrations of carcinogenic asbestos fibers, have traditionally been measured visually using phase contrast microscopy. However, because this measurement method requires great skill, and has poor reproducibility and objectivity, the development of automatic counting methods has been long anticipated. In this paper we proposed an automated fibers detection method based on a variational formulation of geometric active contours that forces the level set function to be close to signed distance function and therefore completely eliminates the need of the costly re-initialization procedure. The method was evaluated using a ground truth of 29 manually annotated images. The results were encouraging for the further development of the proposed method.
Keywords
asbestos; biomedical optical imaging; cancer; fibres; image segmentation; lung; medical image processing; optical microscopy; airborne asbestos fibers; automated detection method; automatic counting methods; carcinogenic asbestos fibers; contrast-limited adaptive histogram equalization technique; diseases; geometric active contours; ground truth; image segmentation; immune system; level set function; lung; microscope; phase contrast microscopy; re-initialization free active contours; signed distance function; Active contours; Approximation methods; Histograms; Image segmentation; Level set; Microscopy; Shape; Air Pollutants; Algorithms; Asbestos; Environmental Monitoring; Image Enhancement; Image Interpretation, Computer-Assisted; Microscopy; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Ultrafiltration;
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.2010.5626630
Filename
5626630
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