• 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