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An Automatic Segmentation of Lung Structure Using Active Contour Model and Fuzzy Clustering Algorithm

    Authors

    • Jalal deen K 1
    • Ramesh Kumar R 2
    • Vadivel M 3
    • Annal Sheeba Rani E 3

    1 Asst Prof (S.G), Department of ECE,Solamalai College of Engineering, Madurai.

    2 Department of ECE, Solamalai College of Engineering, Madurai, Tamilnadu, India

    3 Department of IT, Excel Engineering College, Nammakal, Tamilnadu, India

,

Document Type : Research Article

10.47392/irjash.2021.070
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Abstract

The aim of this paper was to develop an active contour model based on a region and a Fuzzy C-Means (FCM) technique for lung nodule segmentation. In the end, the mortality rate is increased by detection and assisted diagnosis of nodules at an earlier stage. Computed tomography (CT) is the most sought after among many imaging modalities because of its image sensitivity, high resolution and isotropic acquisition. The suggested technique focuses on CT image acquisition, lung parenchyma reconstruction and segmentation of lung nodules. Using selective binary and Gaussian filtering with a new signed pressure force function (SBGF-new SPF) and clustering methods for nodule segmentation, parenchyma reconstruction can be used. The benefits of the proposed approach in terms of reduced error rate and improved measure of similarity are demonstrated by comparative experiments.
CT, FCM, SPF, SBGF, SVM, ANN 

Keywords

  • CT
  • FCM
  • SPF
  • SBGF
  • SVM
  • ANN
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International Research Journal on Advanced Science Hub
Volume 03, Special Issue ICARD-2021 3S - Issue Serial Number 3
March 2021
Page 82-85
Files
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  • PDF 407.16 K
History
  • Receive Date: 19 January 2021
  • Revise Date: 10 February 2021
  • Accept Date: 26 February 2021
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  • Article View: 267
  • PDF Download: 195

APA

K, J. D. , R, R. K. , M, V. and E, A. S. R. (2021). An Automatic Segmentation of Lung Structure Using Active Contour Model and Fuzzy Clustering Algorithm. International Research Journal on Advanced Science Hub, 03(Special Issue ICARD-2021 3S), 82-85. doi: 10.47392/irjash.2021.070

MLA

K, J. D. , , R, R. K. , , M, V. , and E, A. S. R. . "An Automatic Segmentation of Lung Structure Using Active Contour Model and Fuzzy Clustering Algorithm", International Research Journal on Advanced Science Hub, 03, Special Issue ICARD-2021 3S, 2021, 82-85. doi: 10.47392/irjash.2021.070

HARVARD

K, J. D., R, R. K., M, V., E, A. S. R. (2021). 'An Automatic Segmentation of Lung Structure Using Active Contour Model and Fuzzy Clustering Algorithm', International Research Journal on Advanced Science Hub, 03(Special Issue ICARD-2021 3S), pp. 82-85. doi: 10.47392/irjash.2021.070

CHICAGO

J. D. K , R. K. R , V. M and A. S. R. E, "An Automatic Segmentation of Lung Structure Using Active Contour Model and Fuzzy Clustering Algorithm," International Research Journal on Advanced Science Hub, 03 Special Issue ICARD-2021 3S (2021): 82-85, doi: 10.47392/irjash.2021.070

VANCOUVER

K, J. D., R, R. K., M, V., E, A. S. R. An Automatic Segmentation of Lung Structure Using Active Contour Model and Fuzzy Clustering Algorithm. International Research Journal on Advanced Science Hub, 2021; 03(Special Issue ICARD-2021 3S): 82-85. doi: 10.47392/irjash.2021.070

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