DocumentCode :
1674362
Title :
An Algorithm for Circle Filter Based Multi Scale Application for Enhancement of Pulmonary Nodules
Author :
Yang Jinzhu ; Zhao Dazhe ; Cao Wenzhi
Author_Institution :
Sch. of Inf. Sci. & Eng., Northeastern Univ., Sheyang
fYear :
2008
Firstpage :
2663
Lastpage :
2668
Abstract :
The detection of lung nodules is a difficult problem in the field of medical aided diagnosis, due to the noise and the disturbance of blood vessels and tracheas. According to this problem, this paper brings forward a Circle filter algorithm based on the anisotropy smoothing equations. Firstly, a circle smoothing equation is deduced by means of the anisotropy smoothing equations and Hessian matrix of the circle in the Gaussian model. Secondly, analyzing the characters of eigenvalues of the Hessian matrix, we present a function for the circle enhancement filtering. Finally, the circle enhancement filter is then used to enhance the nodule image, which is smoothed in different scales. The experiment result shows that this algorithm has effectively suppressed the non-circle disturbance; hence enhanced images are obtained, which will be beneficial for the feature extraction and classification of nodules.
Keywords :
Gaussian distribution; blood vessels; cancer; computerised tomography; eigenvalues and eigenfunctions; feature extraction; image enhancement; lung; medical image processing; smoothing methods; spatial filters; tumours; Gaussian model; Hessian matrix; anisotropy smoothing equations; blood vessels; circle enhancement filtering function; circle filter algorithm; circle smoothing equation; eigenvalues characters; feature extraction; lung nodule CT image data; lung nodules detection; medical aided diagnosis; multi scale application; pulmonary nodules enhancement; trachea; Anisotropic magnetoresistance; Biomedical imaging; Blood vessels; Eigenvalues and eigenfunctions; Equations; Filtering; Filters; Lungs; Medical diagnostic imaging; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1747-6
Electronic_ISBN :
978-1-4244-1748-3
Type :
conf
DOI :
10.1109/ICBBE.2008.998
Filename :
4535878
Link To Document :
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