CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
Reseach Article

Detection of Brain Tumor using Hybrid Topology Preserving Map

by M. C. Jobin Christ, R. M. S. Parvathi
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 51 - Number 20
Year of Publication: 2012
Authors: M. C. Jobin Christ, R. M. S. Parvathi
10.5120/8159-1943

M. C. Jobin Christ, R. M. S. Parvathi . Detection of Brain Tumor using Hybrid Topology Preserving Map. International Journal of Computer Applications. 51, 20 ( August 2012), 29-32. DOI=10.5120/8159-1943

@article{ 10.5120/8159-1943,
author = { M. C. Jobin Christ, R. M. S. Parvathi },
title = { Detection of Brain Tumor using Hybrid Topology Preserving Map },
journal = { International Journal of Computer Applications },
issue_date = { August 2012 },
volume = { 51 },
number = { 20 },
month = { August },
year = { 2012 },
issn = { 0975-8887 },
pages = { 29-32 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume51/number20/8159-1943/ },
doi = { 10.5120/8159-1943 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:50:54.024509+05:30
%A M. C. Jobin Christ
%A R. M. S. Parvathi
%T Detection of Brain Tumor using Hybrid Topology Preserving Map
%J International Journal of Computer Applications
%@ 0975-8887
%V 51
%N 20
%P 29-32
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Segmentation of an image is the division or separation of the image into disjoint regions of similar feature. In clinical practice, Magnetic Resonance Imaging (MRI) is used to distinguish pathologic tissue from normal tissues, especially for the detection of brain tumors. Among the thousands of segmentation methods, clustering algorithm is one of the powerful tools in segmenting medical images. In this paper we proposed a new approach based on Hybrid Topology Preserving Map (HTPM) and Adaptive Mean Shift (AMS) algorithm which combines the advantages of both mean shift based clustering algorithm and Hierarchical Topology Preserving Map. And also the performance of the proposed method is compared with the traditional method Adaptive Mean Shift (AMS) algorithm.

References
  1. H. S. Prasantha et. al, 2010, "Medical Image Segmentation", International Journal on Computer Science and Engineering, Vol. 02, No. 04.
  2. National Brain Tumor Society, www. braintumor. org.
  3. B. Chanda, D. Dutta Majumder, 2008Digital Image Processing and Analysis, Prentice Hall of India Pvt. Ltd.
  4. Rafael C. Gonzalez , Richard E. Woods, Digital Image processing, 2nd edition, Pearson Education, 2007, pp. 589-656.
  5. S. Jayaraman, et. al, 2009Digital Image Processing, Tata McGraw Hill Education Pvt. Ltd.
  6. T. Logeswari and M. Karnan, 2010, "An Improved Implementation of Brain Tumor Detection Using Segmentation Based on Hierarchical Self Organizing Map", International Journal of Computer Theory and Engineering, Vol. 2, No. 4, pp: 591-595.
  7. S. Murugavalli and V. Rajamani, 2007, "An Improved Implementation of Brain Tumor Detection Using Segmentation Based on Neuro Fuzzy Technique", Journal of Computer Science, Vol. 3, No. 11, pp: 841-846.
  8. V. P. Gladis Pushpa Rathi and Dr. S. Palani, 2011, "Detection and Characterization of Brain Tumor Using Segmentation based on HSOM, Wavelet packet feature spaces and ANN", IEEE, pp: 274-277.
  9. M. C. Jobin Christ and R. M. S. Parvathi, 2011, "Segmentation of Medical Image using Clustering and Watershed Algorithms", American Journal of Applied Sciences, Vol. 8, No. 12, pp: 1349-1352.
  10. Arnaldo Mayer and Hayit Greenspan, 2009, "An Adaptive Mean-Shift Framework for MRI Brain Segmentation", IEEE transactions on medical imaging, Vol. 28, No. 8, pp: 1238-1250.
  11. S. Rajasekaran and G. A. Vijayalakshmi Pai, 2011, "Neural Networks, Fuzzy Logic, and Genetic Algorithms Synthesis and Applications", PHI Learning Private Ltd. , pp : 297-300.
Index Terms

Computer Science
Information Sciences

Keywords

AMS HTPM MRI Segmentation