Skip to main content

2017 | OriginalPaper | Buchkapitel

A Novel Technique for Edge Detection Using Gabor Transform and K-Means with FCM Algorithms

verfasst von : D. Maruthi Kumar, K. Prashanth, Praneel Kumar Peruru, P. Charishma Kumar Reddy

Erschienen in: Emerging Trends in Electrical, Communications and Information Technologies

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, a technique has been proposed for detecting edge in medical images throughput from computed tomography and magnetic resonance imaging devices. The proposed technique is Gabor wavelet transform along with two clustering methods i.e. Fuzzy c-means with k-means which is used to adorn the edge information while suppressing noise.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Ma Z, Tavares JMRS, Jorge RN, Mascarenhas T (2010) A review of algorithms for medical image segmentation and their applications to the female pelvic cavity. Comput. Methods Biomech. Biomed. Eng. 13(2):235–246CrossRef Ma Z, Tavares JMRS, Jorge RN, Mascarenhas T (2010) A review of algorithms for medical image segmentation and their applications to the female pelvic cavity. Comput. Methods Biomech. Biomed. Eng. 13(2):235–246CrossRef
2.
Zurück zum Zitat Jorge R-R, Eduardo B-C (2007) Medical image segmentation, volume representation and registration using spheres in the geometric algebra framework. Pattern Recogn 40(1):171–188CrossRefMATH Jorge R-R, Eduardo B-C (2007) Medical image segmentation, volume representation and registration using spheres in the geometric algebra framework. Pattern Recogn 40(1):171–188CrossRefMATH
3.
Zurück zum Zitat Abbas Q, Celebi ME, Gar´cıa IF (2013) Breastmass segmentation using region-based and edge-based methods in a 4-stage multiscale system. Biomed Signal Process Control 8(2):204–214 Abbas Q, Celebi ME, Gar´cıa IF (2013) Breastmass segmentation using region-based and edge-based methods in a 4-stage multiscale system. Biomed Signal Process Control 8(2):204–214
4.
Zurück zum Zitat Zhang J-Y, Yan C, Huang X-X (2009) Edge detection of images based on improved sobel operator and genetic algorithms. In: Proceedings of the international conference on image analysis and signal processing (IASP ’09), pp 31–35, April 2009 Zhang J-Y, Yan C, Huang X-X (2009) Edge detection of images based on improved sobel operator and genetic algorithms. In: Proceedings of the international conference on image analysis and signal processing (IASP ’09), pp 31–35, April 2009
5.
Zurück zum Zitat Shen L, Bai L (2006) A review on Gabor wavelets for face recognition. Pattern Anal. Appl. 9(2–3):273–292. [38] ˇZalik KR (2008) An efficient k-means clustering algorithm. Pattern Recogn Lett 29(9):1385–1391 Shen L, Bai L (2006) A review on Gabor wavelets for face recognition. Pattern Anal. Appl. 9(2–3):273–292. [38] ˇZalik KR (2008) An efficient k-means clustering algorithm. Pattern Recogn Lett 29(9):1385–1391
6.
Zurück zum Zitat Herrera PJ, Pajares G, Guijarro M (2011) A segmentation method using Otsu and fuzzy k-Means for stereovision matching in hemispherical images from forest environments. Appl Soft Comput J 11(8):4738–4747CrossRef Herrera PJ, Pajares G, Guijarro M (2011) A segmentation method using Otsu and fuzzy k-Means for stereovision matching in hemispherical images from forest environments. Appl Soft Comput J 11(8):4738–4747CrossRef
7.
Zurück zum Zitat Ji Z, Xia Y, Chen Q, Sun Q, Xia D, Feng DD (2012) Fuzzy c-means clustering with weighted image patch for image segmentation. Appl Soft Comput J 12(6):1659–1667CrossRef Ji Z, Xia Y, Chen Q, Sun Q, Xia D, Feng DD (2012) Fuzzy c-means clustering with weighted image patch for image segmentation. Appl Soft Comput J 12(6):1659–1667CrossRef
8.
Zurück zum Zitat Lu X, Sun Y, Yuan Y (2011) Optimization for limited angle tomography in medical image processing. Pattern Recogn 44(10–11):2427–2435CrossRefMATH Lu X, Sun Y, Yuan Y (2011) Optimization for limited angle tomography in medical image processing. Pattern Recogn 44(10–11):2427–2435CrossRefMATH
9.
Zurück zum Zitat Zhang Z, Ma S, Liu H, Gong Y (2009) An edge detection approach based on directional wavelet transform. Comput Math Appl 57(8):1265–1271MathSciNetCrossRefMATH Zhang Z, Ma S, Liu H, Gong Y (2009) An edge detection approach based on directional wavelet transform. Comput Math Appl 57(8):1265–1271MathSciNetCrossRefMATH
10.
Zurück zum Zitat Chuang K-S, Tzeng H-L, Chen S, Wu J, Chen T-J (2006) Fuzzy c-means clustering with spatial information for image segmentation. Comput Med Imaging Graph 30(1):9–15CrossRef Chuang K-S, Tzeng H-L, Chen S, Wu J, Chen T-J (2006) Fuzzy c-means clustering with spatial information for image segmentation. Comput Med Imaging Graph 30(1):9–15CrossRef
11.
Zurück zum Zitat Balafar MA, Ramli AR, Saripan MI, Mashohor S (2008) Medical image segmentation using fuzzy C-mean (FCM), bayesian method and user interaction. In: Proceedings of the international conference on wavelet analysis and pattern recognition (ICWAPR ’08), pp 68–73, August 2008 Balafar MA, Ramli AR, Saripan MI, Mashohor S (2008) Medical image segmentation using fuzzy C-mean (FCM), bayesian method and user interaction. In: Proceedings of the international conference on wavelet analysis and pattern recognition (ICWAPR ’08), pp 68–73, August 2008
12.
Zurück zum Zitat Cai W, Chen S, Zhang D (2007) Fast and robust fuzzy c-means clustering algorithms incorporating local information for image segmentation. Pattern Recogn 40(3):825–838CrossRefMATH Cai W, Chen S, Zhang D (2007) Fast and robust fuzzy c-means clustering algorithms incorporating local information for image segmentation. Pattern Recogn 40(3):825–838CrossRefMATH
13.
Zurück zum Zitat Jiang W, Lam K-M, Shen T-Z (2009) Efficient edge detection using simplified Gabor wavelets. IEEE Trans Syst Man Cybern B: Cybern 39(4):1036–1047CrossRef Jiang W, Lam K-M, Shen T-Z (2009) Efficient edge detection using simplified Gabor wavelets. IEEE Trans Syst Man Cybern B: Cybern 39(4):1036–1047CrossRef
Metadaten
Titel
A Novel Technique for Edge Detection Using Gabor Transform and K-Means with FCM Algorithms
verfasst von
D. Maruthi Kumar
K. Prashanth
Praneel Kumar Peruru
P. Charishma Kumar Reddy
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-1540-3_29

Neuer Inhalt