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