메뉴 건너뛰기




Volumn 8, Issue 3, 2014, Pages 910-920

Mass classification in mammograms using selected geometry and texture features, and a new SVM-based feature selection method

Author keywords

Breast cancer; feature selection; mammogram; mass classification; mutual information (MI); recursive feature elimination (RFE); support vector machine (SVM)

Indexed keywords

DISEASES; EXPERIMENTS; FEATURE EXTRACTION; GEOMETRY; IMAGE RETRIEVAL; MAMMOGRAPHY; REDUNDANCY; TEXTURES; X RAY SCREENS;

EID: 84907600379     PISSN: 19328184     EISSN: 19379234     Source Type: Journal    
DOI: 10.1109/JSYST.2013.2286539     Document Type: Article
Times cited : (170)

References (44)
  • 1
    • 84907599251 scopus 로고    scopus 로고
    • Lyon France
    • World Cancer Report, Lyon, France. [Online]. Available: http://globocan. iarc.fr/factsheets/populations/factsheet.asp?uno=900
    • World Cancer Report
  • 2
    • 84928096656 scopus 로고    scopus 로고
    • Breast cancer screening with imaging: Recommendations from the Society of Breast Imaging and the ACR on the use of mammography, breast MRI, breast ultrasound, and other technologies for the detection of clinically occult breast cancer
    • Jan.
    • C. H. Lee, D. D. Dershaw, D. Kopans, P. Evans, B. Monsees, D. Monticciolo, R. J. Brenner, L. Bassett, W. Berg, and S. Feig, "Breast cancer screening with imaging: Recommendations from the Society of Breast Imaging and the ACR on the use of mammography, breast MRI, breast ultrasound, and other technologies for the detection of clinically occult breast cancer," J. Amer. Coll. Radiol., vol. 7, no. 1, pp. 18-27, Jan. 2010.
    • (2010) J. Amer. Coll. Radiol. , vol.7 , Issue.1 , pp. 18-27
    • Lee, C.H.1    Dershaw, D.D.2    Kopans, D.3    Evans, P.4    Monsees, B.5    Monticciolo, D.6    Brenner, R.J.7    Bassett, L.8    Berg, W.9    Feig, S.10
  • 3
    • 0032604333 scopus 로고    scopus 로고
    • FDA sets higher standards for mammography
    • Jan./Feb.
    • C. Lewis, "FDA sets higher standards for mammography," FDA Consum., vol. 33, no. 1, pp. 13-17, Jan./Feb. 1999.
    • (1999) FDA Consum. , vol.33 , Issue.1 , pp. 13-17
    • Lewis, C.1
  • 5
    • 3242748896 scopus 로고    scopus 로고
    • Can computer-aided detection with double reading of screening mammograms help decrease the false-negative rate? Initial experience
    • Aug.
    • S. V. Destounis, P. DiNitto, W. Logan-Young, E. Bonaccio, M. L. Zuley, and K. M. Willison, "Can computer-aided detection with double reading of screening mammograms help decrease the false-negative rate? Initial experience," Radiology, vol. 232, no. 2, pp. 578-584, Aug. 2004.
    • (2004) Radiology , vol.232 , Issue.2 , pp. 578-584
    • Destounis, S.V.1    Dinitto, P.2    Logan-Young, W.3    Bonaccio, E.4    Zuley, M.L.5    Willison, K.M.6
  • 6
    • 34247510157 scopus 로고    scopus 로고
    • CAD systems for mammography: A real opportunity? A review of the literature
    • Apr.
    • M. Bazzocchi, F. Mazzarella, C. Del Frate, F. Girometti, and C. Zuiani, "CAD systems for mammography: A real opportunity? A review of the literature," Radiol Med., vol. 112, no. 3, pp. 329-353, Apr. 2007.
    • (2007) Radiol Med. , vol.112 , Issue.3 , pp. 329-353
    • Bazzocchi, M.1    Mazzarella, F.2    Del Frate, C.3    Girometti, F.4    Zuiani, C.5
  • 7
    • 33646124032 scopus 로고    scopus 로고
    • Screening mammograms: Interpretation with computer-aided detection-Prospective evaluation
    • Mar.
    • M. J. Morton, D. H. Whaley, K. R. Brandt, and K. K. Amrami, "Screening mammograms: Interpretation with computer-aided detection-Prospective evaluation," Radiology, vol. 239, no. 2, pp. 375-383, Mar. 2006.
    • (2006) Radiology , vol.239 , Issue.2 , pp. 375-383
    • Morton, M.J.1    Whaley, D.H.2    Brandt, K.R.3    Amrami, K.K.4
  • 8
    • 63349107095 scopus 로고    scopus 로고
    • Computer-aided detection and diagnosis of breast cancer with mammography: Recent advances
    • Mar.
    • J. Tang, R. Rangayyan, J. Xu, I. Naqa, and Y. Yang, "Computer-aided detection and diagnosis of breast cancer with mammography: Recent advances," IEEE Trans. Inf. Technol. Biomed., vol. 13, no. 2, pp. 236-251, Mar. 2009.
    • (2009) IEEE Trans. Inf. Technol. Biomed. , vol.13 , Issue.2 , pp. 236-251
    • Tang, J.1    Rangayyan, R.2    Xu, J.3    Naqa, I.4    Yang, Y.5
  • 9
    • 0034281869 scopus 로고    scopus 로고
    • Boundary modelling and shape analysis methods for classification of mammographic masses
    • R. Rangayyan, N. Mudigonda, and J. Desautels, "Boundary modelling and shape analysis methods for classification of mammographic masses," Med. Biol. Eng. Comput., vol. 38, no. 5, pp. 487-496, 2000.
    • (2000) Med. Biol. Eng. Comput. , vol.38 , Issue.5 , pp. 487-496
    • Rangayyan, R.1    Mudigonda, N.2    Desautels, J.3
  • 10
    • 0034287385 scopus 로고    scopus 로고
    • Gradient and texture analysis for the classification of mammographic masses
    • Oct.
    • N. Mudigonda, R. Rangayyan, and J. Desautels, "Gradient and texture analysis for the classification of mammographic masses," IEEE Trans. Med. Imag., vol. 19, no. 10, pp. 1032-1043, Oct. 2000.
    • (2000) IEEE Trans. Med. Imag. , vol.19 , Issue.10 , pp. 1032-1043
    • Mudigonda, N.1    Rangayyan, R.2    Desautels, J.3
  • 11
    • 0027850153 scopus 로고
    • Classifying mammographic lesions using computerized image analysis
    • Dec.
    • J. Kilday, F. Palmieri, and M. Fox, "Classifying mammographic lesions using computerized image analysis," IEEE Trans. Med. Imag., vol. 12, no. 4, pp. 664-669, Dec. 1993.
    • (1993) IEEE Trans. Med. Imag. , vol.12 , Issue.4 , pp. 664-669
    • Kilday, J.1    Palmieri, F.2    Fox, M.3
  • 12
    • 0029811391 scopus 로고    scopus 로고
    • Quantitative classification of breast tumors in digitized mammograms
    • Aug.
    • S. Pohlman, K. Powell, N. Obuchowski, W. Chilcote, and S. Grundfest-Broniatowski, "Quantitative classification of breast tumors in digitized mammograms," Med. Phys., vol. 23, no. 8, pp. 1337-1345, Aug. 1996.
    • (1996) Med. Phys. , vol.23 , Issue.8 , pp. 1337-1345
    • Pohlman, S.1    Powell, K.2    Obuchowski, N.3    Chilcote, W.4    Grundfest-Broniatowski, S.5
  • 13
    • 59149100526 scopus 로고    scopus 로고
    • Toward breast cancer diagnosis based on automated segmentation of masses in mammograms
    • Jun.
    • A. Rojas Dominguez and A. Nandi, "Toward breast cancer diagnosis based on automated segmentation of masses in mammograms," Pattern Recog., vol. 42, no. 6, pp. 1138-1148, Jun. 2009.
    • (2009) Pattern Recog. , vol.42 , Issue.6 , pp. 1138-1148
    • Rojas Dominguez, A.1    Nandi, A.2
  • 14
    • 0031976735 scopus 로고    scopus 로고
    • Computerized characterization of masses on mammograms: The rubber band straightening transform and texture analysis
    • Apr.
    • B. Sahiner, H. Chan, N. Petrick, M. Helvie, and M. Goodsitt, "Computerized characterization of masses on mammograms: The rubber band straightening transform and texture analysis," Med. Phys., vol. 25, no. 4, pp. 516-526, Apr. 1998.
    • (1998) Med. Phys. , vol.25 , Issue.4 , pp. 516-526
    • Sahiner, B.1    Chan, H.2    Petrick, N.3    Helvie, M.4    Goodsitt, M.5
  • 15
    • 77950859535 scopus 로고    scopus 로고
    • A comparison of wavelet and curvelet for breast cancer diagnosis in digital mammogram
    • Apr.
    • M. Meselhy Eltoukhy, I. Faye, and B. Belhaouari Samir, "A comparison of wavelet and curvelet for breast cancer diagnosis in digital mammogram," Comput. Biol. Med., vol. 40, no. 4, pp. 384-391, Apr. 2010.
    • (2010) Comput. Biol. Med. , vol.40 , Issue.4 , pp. 384-391
    • Meselhy Eltoukhy, M.1    Faye, I.2    Belhaouari Samir, B.3
  • 16
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • Dec.
    • R. Kohavi and G. H. John, "Wrappers for feature subset selection," Artif. Intell., vol. 97, no. 1/2, pp. 273-324, Dec. 1997.
    • (1997) Artif. Intell. , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 17
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • I. Guyon, J. Weston, S. Barnhill, and V. Vapnik, "Gene selection for cancer classification using support vector machines," Mach. Learn., vol. 46, no. 1, pp. 389-422, 2002.
    • (2002) Mach. Learn. , vol.46 , Issue.1 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 18
  • 19
    • 77950538864 scopus 로고    scopus 로고
    • SVM-RFE with MRMR filter for gene selection
    • Mar.
    • P. A. Mundra and J. C. Rajapakse, "SVM-RFE with MRMR filter for gene selection," IEEE Trans. NanoBiosci., vol. 9, no. 1, pp. 31-37, Mar. 2010.
    • (2010) IEEE Trans. NanoBiosci. , vol.9 , Issue.1 , pp. 31-37
    • Mundra, P.A.1    Rajapakse, J.C.2
  • 20
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy
    • Aug.
    • H. Peng, F. Long, and C. Ding, "Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1226-1238, Aug. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 21
    • 31544461548 scopus 로고    scopus 로고
    • Fuzzy c-means clustering with spatial information for image segmentation
    • Jan.
    • K. S. Chuang, H. L. Tzeng, S. Chen, J. Wu, and T. J. Chen, "Fuzzy c-means clustering with spatial information for image segmentation," Comput. Med. Imag. Graph., vol. 30, no. 1, pp. 9-15, Jan. 2006.
    • (2006) Comput. Med. Imag. Graph. , vol.30 , Issue.1 , pp. 9-15
    • Chuang, K.S.1    Tzeng, H.L.2    Chen, S.3    Wu, J.4    Chen, T.J.5
  • 22
    • 84855776735 scopus 로고    scopus 로고
    • Classification of breast mass in mammography with an improved level set segmentation by combining morphological features and texture features
    • New York, NY, USA: Springer-Verlag
    • J. Tang and X. Liu, "Classification of breast mass in mammography with an improved level set segmentation by combining morphological features and texture features," in Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies. New York, NY, USA: Springer-Verlag, 2011, pp. 119-135.
    • (2011) Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies , pp. 119-135
    • Tang, J.1    Liu, X.2
  • 23
    • 34047138318 scopus 로고    scopus 로고
    • Combining SVMs with various feature selection strategies
    • New York, NY, USA: SpringerVerlag
    • Y. W. Chen and C. J. Lin, "Combining SVMs with various feature selection strategies," in Feature Extraction. New York, NY, USA: SpringerVerlag, 2006, pp. 315-324.
    • (2006) Feature Extraction , pp. 315-324
    • Chen, Y.W.1    Lin, C.J.2
  • 24
    • 0141990695 scopus 로고    scopus 로고
    • Theoretical and empirical analysis of ReliefF and RReliefF
    • Oct./Nov.
    • M. Robnik-Šikonja and I. Kononenko, "Theoretical and empirical analysis of ReliefF and RReliefF," Mach. Learn., vol. 53, no. 1/2, pp. 23-69, Oct./Nov. 2003.
    • (2003) Mach. Learn. , vol.53 , Issue.1-2 , pp. 23-69
    • Robnik-ŠIkonja, M.1    Kononenko, I.2
  • 25
    • 84862957449 scopus 로고    scopus 로고
    • A new automatic method for mass detection in mammography with false positives reduction by supported vector machine
    • X. Liu, X. Xu, J. Liu, and Z. Feng, "A new automatic method for mass detection in mammography with false positives reduction by supported vector machine," in Proc. 4th International Conf. BMEI, 2011, pp. 33-37.
    • (2011) Proc. 4th International Conf. BMEI , pp. 33-37
    • Liu, X.1    Xu, X.2    Liu, J.3    Feng, Z.4
  • 26
    • 34250090755 scopus 로고
    • Snakes: Active contour models
    • Jan.
    • M. Kass, A. Witkin, and D. Terzopoulos, "Snakes: Active contour models," Int. J. Comput. Vis., vol. 1, no. 4, pp. 321-331, Jan. 1988.
    • (1988) Int. J. Comput. Vis. , vol.1 , Issue.4 , pp. 321-331
    • Kass, M.1    Witkin, A.2    Terzopoulos, D.3
  • 27
    • 0035248865 scopus 로고    scopus 로고
    • Active contours without edges
    • Feb.
    • T. Chan and L. Vese, "Active contours without edges," IEEE Trans. Image Process., vol. 10, no. 2, pp. 266-277, Feb. 2001.
    • (2001) IEEE Trans. Image Process. , vol.10 , Issue.2 , pp. 266-277
    • Chan, T.1    Vese, L.2
  • 28
    • 52649131914 scopus 로고    scopus 로고
    • Minimization of region-scalable fitting energy for image segmentation
    • Oct.
    • C. Li, C. Y. Kao, J. C. Gore, and Z. Ding, "Minimization of region-scalable fitting energy for image segmentation," IEEE Trans. Image Process., vol. 17, no. 10, pp. 1940-1949, Oct. 2008.
    • (2008) IEEE Trans. Image Process. , vol.17 , Issue.10 , pp. 1940-1949
    • Li, C.1    Kao, C.Y.2    Gore, J.C.3    Ding, Z.4
  • 29
    • 0021583718 scopus 로고
    • FCM: The fuzzy c-means clustering algorithm
    • J. C. Bezdek, R. Ehrlich, and W. Full, "FCM: The fuzzy c-means clustering algorithm," Comput. Geosci., vol. 10, no. 2/3, pp. 191-203, 1984.
    • (1984) Comput. Geosci. , vol.10 , Issue.2-3 , pp. 191-203
    • Bezdek, J.C.1    Ehrlich, R.2    Full, W.3
  • 30
    • 77956137333 scopus 로고    scopus 로고
    • A benign and malignant mass classification algorithm based on an improved level set segmentation and texture feature analysis
    • X. Liu, J. Liu, D. Zhou, and J. Tang, "A benign and malignant mass classification algorithm based on an improved level set segmentation and texture feature analysis," in Proc. 4th iCBBE, 2010, pp. 1-4.
    • (2010) Proc. 4th ICBBE , pp. 1-4
    • Liu, X.1    Liu, J.2    Zhou, D.3    Tang, J.4
  • 31
    • 0028449146 scopus 로고
    • Application of shape analysis to mammographic calcifications
    • Jun.
    • S. Liang, R. M. R, and D. J. E. Leo, "Application of shape analysis to mammographic calcifications," IEEE Trans. Med. Imag., vol. 13, no. 2, pp. 263-274, Jun. 1994.
    • (1994) IEEE Trans. Med. Imag. , vol.13 , Issue.2 , pp. 263-274
    • Liang, S.1    Leo, D.J.E.2
  • 32
    • 0034917794 scopus 로고    scopus 로고
    • Improvement of mammographic mass characterization using spiculation measures and morphological features
    • Jul.
    • B. Sahiner, H. Chan, N. Petrick, M. Helvie, and L. Hadjiiski, "Improvement of mammographic mass characterization using spiculation measures and morphological features," Med. Phys., vol. 28, no. 7, pp. 1455-1465, Jul. 2001.
    • (2001) Med. Phys. , vol.28 , Issue.7 , pp. 1455-1465
    • Sahiner, B.1    Chan, H.2    Petrick, N.3    Helvie, M.4    Hadjiiski, L.5
  • 38
    • 77957878979 scopus 로고    scopus 로고
    • Effect of pixel resolution on texture features of breast masses in mammograms
    • Oct.
    • R. M. Rangayyan, T. M. Nguyen, F. J. Ayres, and A. K. Nandi, "Effect of pixel resolution on texture features of breast masses in mammograms," J. Digit. Imag., vol. 23, no. 5, pp. 547-553, Oct. 2010.
    • (2010) J. Digit. Imag. , vol.23 , Issue.5 , pp. 547-553
    • Rangayyan, R.M.1    Nguyen, T.M.2    Ayres, F.J.3    Nandi, A.K.4
  • 41
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines
    • Apr.
    • C. C. Chang and C. J. Lin, "LIBSVM: A library for support vector machines," ACM Trans. Intell. Syst. Technol. (TIST), vol. 2, no. 3, p. 27, Apr. 2011.
    • (2011) ACM Trans. Intell. Syst. Technol. (TIST) , vol.2 , Issue.3 , pp. 27
    • Chang, C.C.1    Lin, C.J.2
  • 42
    • 84868919756 scopus 로고    scopus 로고
    • University of Chicago, Chicago, IL, USA [Computer software], [Online]. Available
    • C. Metz, ROCKIT 1.1 B2 (beta version for Windows operating system), University of Chicago, Chicago, IL, USA, 2006, [Computer software], [Online]. Available: http://www-radiology.uchicago.edu/krl/KRL-ROC/software-index6.htm
    • (2006) ROCKIT 1.1 B2 (Beta Version for Windows Operating System)
    • Metz, C.1
  • 43
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Jun.
    • T. Fawcett, "An introduction to ROC analysis," Pattern Recog. Lett., vol. 27, no. 8, pp. 861-874, Jun. 2006.
    • (2006) Pattern Recog. Lett. , vol.27 , Issue.8 , pp. 861-874
    • Fawcett, T.1
  • 44
    • 0020524559 scopus 로고
    • A method of comparing the areas under receiver operating characteristic curves derived from the same cases
    • Sep.
    • J. A. Hanley and B. J. McNeil, "A method of comparing the areas under receiver operating characteristic curves derived from the same cases," Radiology, vol. 148, no. 3, pp. 839-843, Sep. 1983.
    • (1983) Radiology , vol.148 , Issue.3 , pp. 839-843
    • Hanley, J.A.1    McNeil, B.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.