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
Link To Document :
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