DocumentCode :
2116209
Title :
A new texture analysis method for classification of interstitial lung abnormalities in chest radiography
Author :
Park, Mira ; Jin, Jesse S. ; Wilson, Laurence S.
Author_Institution :
Sch. of Comput. Sci. & Eng., Univ. of New South Wales, Sydney, NSW, Australia
Volume :
3
fYear :
2002
fDate :
2-5 Dec. 2002
Firstpage :
1636
Abstract :
This paper presents a new method called ´Score-Block operation´, which is originally from the general image retrieval concept, with k nearest neighbour classifier for automated categorization of interstitial pattern in chest radiographs. Before this method is applied on a chest radiograph, the lung field is extracted from the image and image feature vectors for each region of interest are obtained using power spectrum and Quasi-Gabor filter. There are three problems to solve: padding of the border, quantification of the interstitial abnormalities of chest radiograph and ribs and vessel shadows of lung field. The Score-Block operation solves the first and second problems. The third problem is solved by two partition image databases (PIDB), which are normal partition image database and abnormal partition image database. PIDBs consist of all normal and abnormal partition images including other superimposed organs, so our system is not sensitive to the ribs and vessels shadow.
Keywords :
biomedical MRI; image retrieval; image texture; interstitials; lung; radiography; visual databases; abnormal partition image database; biomedical MRI; border padding; chest radiography; image feature vectors; image retrieval concept; interstitial abnormalities; interstitial lung abnormalities; k nearest neighbour classifier; normal partition image database; partition image databases; power spectrum; ribs shadow; score-block operation; superimposed organs; texture analysis; vessel shadows; vessels shadow; Chromium; Communication industry; Computed tomography; Computer science; Diagnostic radiography; Lungs; Magnetic resonance imaging; Physics computing; Ribs; Telecommunications;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control, Automation, Robotics and Vision, 2002. ICARCV 2002. 7th International Conference on
Print_ISBN :
981-04-8364-3
Type :
conf
DOI :
10.1109/ICARCV.2002.1235020
Filename :
1235020
Link To Document :
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