DocumentCode
3060910
Title
Automatic identification of mycobacterium tuberculosis with conventional light microscopy
Author
Costa, Marly G F ; Filho, Cícero F F Costa ; Sena, Juliana F. ; Salem, Julia ; de Lima, Mari O.
Author_Institution
Universidade Federal do Amazonas/Centro de Pesquisa e Desenvolvimento em Tecnologia Eletrÿnica e da Informação - UFAM/CETELI, Manaus, Brazil
fYear
2008
fDate
20-25 Aug. 2008
Firstpage
382
Lastpage
385
Abstract
This article presents an automatic identification method of mycobacterium tuberculosis with conventional microscopy images based on Red and Green color channels using global adaptive threshold segmentation. Differing from fluorescence microscopy, in the conventional microscopy the bacilli are not easily distinguished from the background. The key to the bacilli segmentation method employed in this work is the use of Red minus Green (R-G) images from RGB color format. In this image, the bacilli appear as white regions on a dark background. Some artifacts are present in the (R-G) segmented image. To remove them we used morphological, color and size filters. The best sensitivity achieved was about 76.65%. The main contribution of this work was the proposal of the first automatic identification method of tuberculosis bacilli for conventional light microscopy.
Keywords
Automatic testing; Costs; Diseases; Fluorescence; Image analysis; Image color analysis; Image segmentation; Microorganisms; Microscopy; Standards development; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Microscopy; Mycobacterium tuberculosis; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location
Vancouver, BC
ISSN
1557-170X
Print_ISBN
978-1-4244-1814-5
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2008.4649170
Filename
4649170
Link To Document