Skip to main content
Top

2016 | OriginalPaper | Chapter

Development of a VLSI Based Real-Time System for Carcinoma Detection and Identification

Authors : N. Balaji, B. Nalini, G. Jyothi

Published in: Microelectronics, Electromagnetics and Telecommunications

Publisher: Springer India

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Breast cancer is most common life threatening non skin malignant state in women. Accurate and early detection of breast cancer provides various chances for the survival of the diseased person. The proposed system also helps the clinical practitioner to diagnose the disease correctly. In this paper, an efficient VLSI architecture for carcinoma detection and identification is implemented. The implementation consists of three phases: pre-processing, feature extraction and disease detection and identification. Pre-processing removes the noise by arithmetic mean filters from the breast MRI image. Then the enhanced image is applied to an efficient dual scan parallel flipping architecture to extract the features using pipeline operation. The disease detection and identification can be performed better by using content aware classifier, which is based on Euclidean distance and positive estimation method. The proposed work aims at developing a VLSI system to diagnose on a particular breast cancer disease and is implemented on VERTEX-4 FPGA as it is a real time solution for disease detection and identification.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference B. Verma, J. Zakos, A computer aided diagnosis system for digital mammograms based on fuzzy-neural and feature extraction techniques. IEEE Trans. Inf. Technol. BioMed. 5(1), (2001) B. Verma, J. Zakos, A computer aided diagnosis system for digital mammograms based on fuzzy-neural and feature extraction techniques. IEEE Trans. Inf. Technol. BioMed. 5(1), (2001)
2.
go back to reference American Cancer Society, Breast Cancer Facts and Figures 2005–2006 (American Cancer Society Inc, Atlanta, 2005) American Cancer Society, Breast Cancer Facts and Figures 2005–2006 (American Cancer Society Inc, Atlanta, 2005)
3.
go back to reference S. Lahmiri, M. Boukadoum. Hybrid discrete wavelet transform and gabor filter banks processing for features extraction from biomedical images. J. Med. Eng. (2013) S. Lahmiri, M. Boukadoum. Hybrid discrete wavelet transform and gabor filter banks processing for features extraction from biomedical images. J. Med. Eng. (2013)
4.
go back to reference B. Li, M.Q.H. Meng, Texture analysis for ulcer detection in capsule endoscopy images. Image Vis. Comput. 27(9), 1336–1342 (2009)CrossRef B. Li, M.Q.H. Meng, Texture analysis for ulcer detection in capsule endoscopy images. Image Vis. Comput. 27(9), 1336–1342 (2009)CrossRef
5.
go back to reference C.K. Chui, An Introduction to Wavelets, Academic Press (San Diego, Calif, 1992) C.K. Chui, An Introduction to Wavelets, Academic Press (San Diego, Calif, 1992)
6.
go back to reference M. Vetterli, C. Herley, Wavelets and filter banks: theory and design. IEEE Trans. Signal Process. 40(9), 2207–2232 (1992)CrossRefMATH M. Vetterli, C. Herley, Wavelets and filter banks: theory and design. IEEE Trans. Signal Process. 40(9), 2207–2232 (1992)CrossRefMATH
7.
go back to reference S.V. Silva, S. Bampi, Area and throughput trade-offs in the design of pipelined discrete wavelet transform architectures. in IEEE Proceedings of the Design, Automation and Test in Europe Conference and Exhibition. pp. 1530–1591 (2005) S.V. Silva, S. Bampi, Area and throughput trade-offs in the design of pipelined discrete wavelet transform architectures. in IEEE Proceedings of the Design, Automation and Test in Europe Conference and Exhibition. pp. 1530–1591 (2005)
8.
go back to reference A. Darji, Dual-scan parallel flipping architecture for a lifting-based 2-D DWT. IEEE Trans. Circ. Syst. 61(6), (2014) A. Darji, Dual-scan parallel flipping architecture for a lifting-based 2-D DWT. IEEE Trans. Circ. Syst. 61(6), (2014)
9.
go back to reference Wu, C. Lin, A high performance and memory efficient pipeline architecture for 5/3 and 9/7 discrete wavelet transform of JPEG2000 codec. IEEE Trans. Circ. Syst. Video Technol. 15(12), 1615–1628, (2005) Wu, C. Lin, A high performance and memory efficient pipeline architecture for 5/3 and 9/7 discrete wavelet transform of JPEG2000 codec. IEEE Trans. Circ. Syst. Video Technol. 15(12), 1615–1628, (2005)
10.
go back to reference Y.-K. Lai, L.-F. Chen, Y.-C. Shih, A high-performance and memory efficient VLSI architecture with parallel scanning method for 2-D lifting based discrete wavelet transform. IEEE Trans. Consum. Electron. 55(2), 400–407 (2009)CrossRef Y.-K. Lai, L.-F. Chen, Y.-C. Shih, A high-performance and memory efficient VLSI architecture with parallel scanning method for 2-D lifting based discrete wavelet transform. IEEE Trans. Consum. Electron. 55(2), 400–407 (2009)CrossRef
11.
go back to reference W. Zhang, Z. Jiang, Z. Gao, Y. Liu, An efficient VLSI architecture for lifting-based discrete wavelet transform. IEEE Trans. Circ. Syst. II, Exp. Briefs 59(3), 158–162 (2012)CrossRef W. Zhang, Z. Jiang, Z. Gao, Y. Liu, An efficient VLSI architecture for lifting-based discrete wavelet transform. IEEE Trans. Circ. Syst. II, Exp. Briefs 59(3), 158–162 (2012)CrossRef
12.
go back to reference C.-F. Lin, A memory-efficient pipeline architecture for 2-D DWT of the 9/7 filter for 30 JPEG 2000. in 2005 9th International Workshop on Cellular Neural Networks and Their Applications (2005) C.-F. Lin, A memory-efficient pipeline architecture for 2-D DWT of the 9/7 filter for 30 JPEG 2000. in 2005 9th International Workshop on Cellular Neural Networks and Their Applications (2005)
13.
go back to reference C.-H. Hsia, J.-S. Chiang, J.-M. Guo, Memory-efficient hardware architecture of 2-D dual-mode lifting based discrete wavelet transform. IEEE Trans. Circuits Syst. Video Technol. 25(4), 671–683 (2013)CrossRef C.-H. Hsia, J.-S. Chiang, J.-M. Guo, Memory-efficient hardware architecture of 2-D dual-mode lifting based discrete wavelet transform. IEEE Trans. Circuits Syst. Video Technol. 25(4), 671–683 (2013)CrossRef
14.
go back to reference C.T. Haung, P.C. Tseng, L.G. Chen, Flipping structure: An efficient VLSI architecture for lifting-based discrete wavelet transform. IEEE Trans. Signal Process. 52(4), 1080–1089 (2004)MathSciNetCrossRef C.T. Haung, P.C. Tseng, L.G. Chen, Flipping structure: An efficient VLSI architecture for lifting-based discrete wavelet transform. IEEE Trans. Signal Process. 52(4), 1080–1089 (2004)MathSciNetCrossRef
Metadata
Title
Development of a VLSI Based Real-Time System for Carcinoma Detection and Identification
Authors
N. Balaji
B. Nalini
G. Jyothi
Copyright Year
2016
Publisher
Springer India
DOI
https://doi.org/10.1007/978-81-322-2728-1_5