DocumentCode :
2816593
Title :
A Comparison between Inside and Outside Texture Features Extracting from Pulmonary Nodules of CT Images
Author :
Yunning, Liu ; Huan, Wang ; Xiuhua, Guo ; Zhigang, Liang ; Qian, He
Author_Institution :
Sch. of Public Health & Family Med., Capital Med. Univ., Beijing, China
Volume :
6
fYear :
2009
fDate :
14-16 Aug. 2009
Firstpage :
183
Lastpage :
186
Abstract :
Objective: To compare the differences of texture features extracting from inside and outside of pulmonary nodules of CT images. Methods: We extract texture features from 2,171 CT images of 185 cases with gray-level co-occurrence matrix and wavelet transform. Chi-square test, t test, nonparametric statistics and multiple analyses of variance are used to analyze the database. We can get basic situation of cases and differences of texture features between inside and outside of pulmonary nodules of CT images. Results: Gender distribution in cases show no statistically significant differences (X2 = 2.362, P = 0.124). Texture features extracting form inside and outside of pulmonary nodules of CT images with gray-level co-occurrence matrix (F = 1642.212, P < 0.001) and wavelet transform (F = 711.572, P < 0.001) show statistically significant differences. Conclusions: There are differences in texture features between inside and outside of pulmonary nodules of CT images. We need to select the most appropriate texture features extracting region to establish prediction model.
Keywords :
computerised tomography; feature extraction; gender issues; image colour analysis; image texture; medical image processing; prediction theory; statistical testing; wavelet transforms; CT images; Chi-square test; analyses of variance; gender distribution; gray-level co-occurrence matrix; inside texture feature extraction; nonparametric statistics; outside texture feature extraction; prediction model; pulmonary nodules; t test; wavelet transform; Analysis of variance; Computed tomography; Data analysis; Feature extraction; Image databases; Spatial databases; Statistical analysis; Statistical distributions; Testing; Wavelet transforms; Difference comparison; Gray-level co-occurrence matrix; Texture features; Wavelet transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Computation, 2009. ICNC '09. Fifth International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-0-7695-3736-8
Type :
conf
DOI :
10.1109/ICNC.2009.25
Filename :
5363323
Link To Document :
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