Automated Tuberculosis Diagnosis Using Fluorescence Images from a Mobile Microscope
作者： Jeannette Chang , Pablo Arbeláez , Neil Switz , Clay Reber , Asa Tapley
DOI: 10.1007/978-3-642-33454-2_43
关键词:
摘要: … (TB) diagnosis is visual identification of rod-shaped TB bacilli in microscopic images of sputum smears. We … CellScope is capable of both types of microscopy, but we focus on FM here …
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W A Githui, M R A van Cleeff, J A Odhiambo, Paul R Klatser, D K Kibuga, L E A Kivihya-Ndugga, L W Nganga, A comprehensive comparison of Ziehl-Neelsen and fluorescence microscopy for the diagnosis of tuberculosis in a resource-poor urban setting. International Journal of Tuberculosis and Lung Disease. ,vol. 7, pp. 1163- 1171 ,(2003)
M. F. Beg, P. Sadaphal, G. W. Comstock, J. Rao, Image processing techniques for identifying Mycobacterium tuberculosis in Ziehl-Neelsen stains. International Journal of Tuberculosis and Lung Disease. ,vol. 12, pp. 579- 582 ,(2008)
Global Tuberculosis Programme, Global tuberculosis control : WHO report WHO Global Tuberculosis Programme. ,(1997)
David A. Forsyth, Jean Ponce, Computer Vision: A Modern Approach ,(2002)
John C. Platt, Probabilistic Outputs for Support vector Machines and Comparisons to Regularized Likelihood Methods Advances in Large Margin Classifiers. ,(1999)
D Behera, Global tuberculosis control 2010 Indian Journal of Medical Research. ,vol. 135, pp. 142- ,(2012)
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)
Adithya Cattamanchi, J Lucian Davis, William Worodria, Saskia den Boon, Samuel Yoo, John Matovu, J Kiidha, Florence Nankya, Rachel Kyeyune, P Byanyima, A Andama, Moses Joloba, Dennis H Osmond, Philip C Hopewell, Laurence Huang, Sensitivity and Specificity of Fluorescence Microscopy for Diagnosing Pulmonary Tuberculosis in a High HIV Prevalence Setting International Journal of Tuberculosis and Lung Disease. ,vol. 13, pp. 1130- 1136 ,(2009)
Keinosuke Fukunaga, Introduction to statistical pattern recognition (2nd ed.) Academic Press Professional, Inc.. ,(1990)
M. G. FORERO, G. CRISTOBAL, M. DESCO, Automatic identification of Mycobacterium tuberculosis by Gaussian mixture models. Journal of Microscopy. ,vol. 223, pp. 120- 132 ,(2006) , 10.1111/J.1365-2818.2006.01610.X