메뉴 건너뛰기




Volumn 42, Issue 6, 2009, Pages 1138-1148

Toward breast cancer diagnosis based on automated segmentation of masses in mammograms

Author keywords

Breast cancer; Breast masses; Image analysis; Mammography

Indexed keywords

AUTOMATION; CLASSIFIERS; DIAGNOSIS; DIAGNOSTIC RADIOGRAPHY; FEATURE EXTRACTION; IMAGE ANALYSIS; LEARNING SYSTEMS; MEDICAL IMAGING; PROGRAMMING THEORY; SUPPORT VECTOR MACHINES;

EID: 59149100526     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2008.08.006     Document Type: Article
Times cited : (114)

References (46)
  • 1
    • 59149094295 scopus 로고    scopus 로고
    • Breast cancer factsheet-February 2004, Cancer Research UK, February 2004, Available online at: 〈http://info.cancerresearchuk.org/ourpublications/〉.
    • Breast cancer factsheet-February 2004, Cancer Research UK, February 2004, Available online at: 〈http://info.cancerresearchuk.org/ourpublications/〉.
  • 2
    • 59149098991 scopus 로고    scopus 로고
    • Canadian cancer statistics 2006, National Cancer Institute of Canada, 2006. Available online at: 〈http://www.cancer.ca〉.
    • Canadian cancer statistics 2006, National Cancer Institute of Canada, 2006. Available online at: 〈http://www.cancer.ca〉.
  • 3
    • 3042672567 scopus 로고    scopus 로고
    • State of the art of current modalities for the diagnosis of breast lesions
    • Di Maggio C. State of the art of current modalities for the diagnosis of breast lesions. Eur. J. Nucl. Med. Mol. Imaging 31 Supplement 1 (2004) S56-S69
    • (2004) Eur. J. Nucl. Med. Mol. Imaging , vol.31 , Issue.SUPPL. 1
    • Di Maggio, C.1
  • 4
    • 35648946776 scopus 로고    scopus 로고
    • Improved dynamic-programming-based algorithms for segmentation of masses in mammograms
    • Rojas A., and Nandi A.K. Improved dynamic-programming-based algorithms for segmentation of masses in mammograms. Med. Phys. 34 (2007) 4256-4269
    • (2007) Med. Phys. , vol.34 , pp. 4256-4269
    • Rojas, A.1    Nandi, A.K.2
  • 5
    • 0032129152 scopus 로고    scopus 로고
    • Automated seeded lesion segmentation on digital mammograms
    • Kupinski M.A., and Giger M.L. Automated seeded lesion segmentation on digital mammograms. IEEE Trans. Med. Imaging 17 4 (1998) 510-517
    • (1998) IEEE Trans. Med. Imaging , vol.17 , Issue.4 , pp. 510-517
    • Kupinski, M.A.1    Giger, M.L.2
  • 6
    • 0035113709 scopus 로고    scopus 로고
    • Segmentation of suspicious densities in digital mammograms
    • te Brake G.M., and Karssemeijer N. Segmentation of suspicious densities in digital mammograms. Med. Phys. 28 2 (2001) 259-266
    • (2001) Med. Phys. , vol.28 , Issue.2 , pp. 259-266
    • te Brake, G.M.1    Karssemeijer, N.2
  • 10
    • 32044457119 scopus 로고    scopus 로고
    • Approaches for automated detection and classification of masses in mammograms
    • 10.1016/j.patcog.2005.07.006
    • Cheng H.D., Shi X.J., Min R., Hu L.M., Cai X.P., and Du H.N. Approaches for automated detection and classification of masses in mammograms. Pattern Recognition 39 4 (2006) 646-668 10.1016/j.patcog.2005.07.006
    • (2006) Pattern Recognition , vol.39 , Issue.4 , pp. 646-668
    • Cheng, H.D.1    Shi, X.J.2    Min, R.3    Hu, L.M.4    Cai, X.P.5    Du, H.N.6
  • 12
    • 0002639290 scopus 로고    scopus 로고
    • Current status of the digital database for screening mammography
    • Karssemeijer N., Thijssen M., Hendriks J., and van Erning L. (Eds), Kluwer Academic Publishers, Boston, Massachusetts, USA Available online at: 〈http://marathon.csee.usf.edu/〉
    • Heath M., Bowyer K., Kopans D., Kegelmeyer Jr. P., Moore R., Chang K., and Munishkumaran S. Current status of the digital database for screening mammography. In: Karssemeijer N., Thijssen M., Hendriks J., and van Erning L. (Eds). Digital Mammography (1998), Kluwer Academic Publishers, Boston, Massachusetts, USA 457-460. http://marathon.csee.usf.edu/ Available online at: 〈http://marathon.csee.usf.edu/〉
    • (1998) Digital Mammography , pp. 457-460
    • Heath, M.1    Bowyer, K.2    Kopans, D.3    Kegelmeyer Jr., P.4    Moore, R.5    Chang, K.6    Munishkumaran, S.7
  • 14
    • 84976657208 scopus 로고
    • On the optimal detection of curves in noisy pictures
    • Montanari U. On the optimal detection of curves in noisy pictures. Commun. ACM 14 5 (1971) 335-345
    • (1971) Commun. ACM , vol.14 , Issue.5 , pp. 335-345
    • Montanari, U.1
  • 15
    • 59149094667 scopus 로고    scopus 로고
    • J.J. Gerbrands, Segmentation of noisy images, Ph.D. dissertation, Delft University of Technology, The Netherlands, 1988.
    • J.J. Gerbrands, Segmentation of noisy images, Ph.D. dissertation, Delft University of Technology, The Netherlands, 1988.
  • 16
    • 0021033420 scopus 로고
    • Clinical validation of fully automated computation of ejection fraction from gated equilibrium blood-pool scintigrams
    • Reiber J.H.C., Lie S.P., Simoons M.L., Hoek C., Gerbrands J.J., Wijns W., Bakker W.H., and Kooij P.P.M. Clinical validation of fully automated computation of ejection fraction from gated equilibrium blood-pool scintigrams. J. Nucl. Med. 24 12 (1983) 1099-1107
    • (1983) J. Nucl. Med. , vol.24 , Issue.12 , pp. 1099-1107
    • Reiber, J.H.C.1    Lie, S.P.2    Simoons, M.L.3    Hoek, C.4    Gerbrands, J.J.5    Wijns, W.6    Bakker, W.H.7    Kooij, P.P.M.8
  • 18
    • 0002786826 scopus 로고
    • Automated contour detection of the left ventricle in short axis view in 2D echocardiograms
    • Maes L., Bijnens B., Suetens P., and de Werf F.V. Automated contour detection of the left ventricle in short axis view in 2D echocardiograms. Mach. Vision Appl. 6 1 (1993) 1-9
    • (1993) Mach. Vision Appl. , vol.6 , Issue.1 , pp. 1-9
    • Maes, L.1    Bijnens, B.2    Suetens, P.3    de Werf, F.V.4
  • 20
    • 2442666562 scopus 로고    scopus 로고
    • A new 2D segmentation method based on dynamic programming applied to computer aided detection in mammography
    • Timp S., and Karssemeijer N. A new 2D segmentation method based on dynamic programming applied to computer aided detection in mammography. Med. Phys. 31 5 (2004) 958-971
    • (2004) Med. Phys. , vol.31 , Issue.5 , pp. 958-971
    • Timp, S.1    Karssemeijer, N.2
  • 21
    • 59149091535 scopus 로고    scopus 로고
    • J.G. Bosch, Automated contour detection in echocardiographic images, Ph.D. Dissertation, Leiden University, Leiden, The Netherlands, 2006.
    • J.G. Bosch, Automated contour detection in echocardiographic images, Ph.D. Dissertation, Leiden University, Leiden, The Netherlands, 2006.
  • 22
    • 0035544609 scopus 로고    scopus 로고
    • Detection of breast masses in mammograms by density slicing and texture flow-field analysis
    • Mudigonda N.R., Rangayyan R.M., and Desautels J.E.L. Detection of breast masses in mammograms by density slicing and texture flow-field analysis. IEEE Trans. Med. Imaging 20 12 (2001) 1215-1227
    • (2001) IEEE Trans. Med. Imaging , vol.20 , Issue.12 , pp. 1215-1227
    • Mudigonda, N.R.1    Rangayyan, R.M.2    Desautels, J.E.L.3
  • 24
    • 59149092267 scopus 로고    scopus 로고
    • R. Halif, J. Flusser, Numerically stable direct least squares fitting of ellipses," Department of Software Engineering, Charles University, Czech Republic, Technical Report, 2000.
    • R. Halif, J. Flusser, Numerically stable direct least squares fitting of ellipses," Department of Software Engineering, Charles University, Czech Republic, Technical Report, 2000.
  • 25
    • 0031976735 scopus 로고    scopus 로고
    • Computerized characterization of masses on mammograms: the rubber band straightening transform and texture analysis
    • Sahiner B., Chan H., Petrick N., Helvie M., and Goodsitt M.M. Computerized characterization of masses on mammograms: the rubber band straightening transform and texture analysis. Med. Phys. 20 4 (1998) 516-526
    • (1998) Med. Phys. , vol.20 , Issue.4 , pp. 516-526
    • Sahiner, B.1    Chan, H.2    Petrick, N.3    Helvie, M.4    Goodsitt, M.M.5
  • 26
    • 0034287385 scopus 로고    scopus 로고
    • Gradient and texture analysis for the classification of mammographic masses
    • Mudigonda N.R., Rangayyan R.M., and Desautels J.E.L. Gradient and texture analysis for the classification of mammographic masses. IEEE Trans. Med. Imaging 19 10 (2000) 1032-1043
    • (2000) IEEE Trans. Med. Imaging , vol.19 , Issue.10 , pp. 1032-1043
    • Mudigonda, N.R.1    Rangayyan, R.M.2    Desautels, J.E.L.3
  • 27
    • 0006420689 scopus 로고    scopus 로고
    • Image features from phase congruency
    • Kovesi P. Image features from phase congruency. Videre: J. Comput. Vision Research 1 3 (1999) 1-26
    • (1999) Videre: J. Comput. Vision Research , vol.1 , Issue.3 , pp. 1-26
    • Kovesi, P.1
  • 28
    • 0039604518 scopus 로고
    • Using complex gabor filters to detect and localize edges and bars
    • Archibald C., and Petriu E. (Eds), World Scientific Publishing Co., Inc. River Edge, NJ, USA
    • Wang Z., and Jenkin M. Using complex gabor filters to detect and localize edges and bars. In: Archibald C., and Petriu E. (Eds). Advances in Machine Vision: Strategies and Applications (1992), World Scientific Publishing Co., Inc. River Edge, NJ, USA 151-170
    • (1992) Advances in Machine Vision: Strategies and Applications , pp. 151-170
    • Wang, Z.1    Jenkin, M.2
  • 31
    • 0043028206 scopus 로고    scopus 로고
    • Mutual-information-based registration of medical images: a survey
    • 10.1109/TMI.2003.815867
    • Pluim J.P.W., Maintz J.B.A., and Viergever M.A. Mutual-information-based registration of medical images: a survey. IEEE Trans. Med. Imaging 22 8 (2003) 986-1004 10.1109/TMI.2003.815867
    • (2003) IEEE Trans. Med. Imaging , vol.22 , Issue.8 , pp. 986-1004
    • Pluim, J.P.W.1    Maintz, J.B.A.2    Viergever, M.A.3
  • 32
    • 0032588594 scopus 로고    scopus 로고
    • Computerized detection of malignant tumors on digital mammograms
    • Kobatake H., Murakami M., Takeo H., and Nawano S. Computerized detection of malignant tumors on digital mammograms. IEEE Trans. Med. Imaging 18 5 (1999) 369-378
    • (1999) IEEE Trans. Med. Imaging , vol.18 , Issue.5 , pp. 369-378
    • Kobatake, H.1    Murakami, M.2    Takeo, H.3    Nawano, S.4
  • 33
    • 33845480542 scopus 로고    scopus 로고
    • Computerized detection of breast masses in digitized mammograms
    • 10.1016/j.compbiomed.2005.12.006
    • Varela C., Tahoces P.G., Mendez A.J., Souto M., and Vidal J.J. Computerized detection of breast masses in digitized mammograms. Comput. Biol. Med. 37 2 (2007) 214-226 10.1016/j.compbiomed.2005.12.006
    • (2007) Comput. Biol. Med. , vol.37 , Issue.2 , pp. 214-226
    • Varela, C.1    Tahoces, P.G.2    Mendez, A.J.3    Souto, M.4    Vidal, J.J.5
  • 35
    • 32544461460 scopus 로고    scopus 로고
    • Use of border information in the classification of mammographic masses
    • Varela C., Timp S., and Karssemeijer N. Use of border information in the classification of mammographic masses. Phys. Med. Biol. 51 2 (2006) 425-441
    • (2006) Phys. Med. Biol. , vol.51 , Issue.2 , pp. 425-441
    • Varela, C.1    Timp, S.2    Karssemeijer, N.3
  • 36
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher R.A. The use of multiple measurements in taxonomic problems. Ann. Eugen. 7 (1936) 179-188
    • (1936) Ann. Eugen. , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 37
    • 34249753618 scopus 로고
    • Support-vector networks
    • 10.1007/BF00994018
    • Cortes C., and Vapnik V. Support-vector networks. Mach. Learn. 20 (1995) 273-297 10.1007/BF00994018
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 39
    • 0035544613 scopus 로고    scopus 로고
    • Computer-aided characterization of mammographic masses: accuracy of mass segmentation and its effects on characterization
    • Sahiner B., Petrick N., Chan H., Hadjiiski L.M., Paramagul C., Helvie M.A., and Gurcan M.N. Computer-aided characterization of mammographic masses: accuracy of mass segmentation and its effects on characterization. IEEE Trans. Med. Imaging 20 12 (2001) 1275-1284
    • (2001) IEEE Trans. Med. Imaging , vol.20 , Issue.12 , pp. 1275-1284
    • Sahiner, B.1    Petrick, N.2    Chan, H.3    Hadjiiski, L.M.4    Paramagul, C.5    Helvie, M.A.6    Gurcan, M.N.7
  • 40
    • 37549035003 scopus 로고    scopus 로고
    • Analysis of breast tumors in mammograms using the pairwise rayleigh quotient classifier
    • 10.1117/1.2803834 043004-1-043004-11
    • Mu T., Nandi A.K., and Rangayyan R.M. Analysis of breast tumors in mammograms using the pairwise rayleigh quotient classifier. J. Electron. Imaging 16 (2007) 10.1117/1.2803834 043004-1-043004-11
    • (2007) J. Electron. Imaging , vol.16
    • Mu, T.1    Nandi, A.K.2    Rangayyan, R.M.3
  • 41
    • 33746947798 scopus 로고    scopus 로고
    • Classification of breast masses in mammograms using genetic programming and feature selection
    • Nandi R.J., Nandi A.K., Rangayyan R.M., and Scutt D. Classification of breast masses in mammograms using genetic programming and feature selection. Med. Biol. Eng. Comput. 44 8 (2006) 683-694
    • (2006) Med. Biol. Eng. Comput. , vol.44 , Issue.8 , pp. 683-694
    • Nandi, R.J.1    Nandi, A.K.2    Rangayyan, R.M.3    Scutt, D.4
  • 42
    • 34547591212 scopus 로고    scopus 로고
    • Characterization of mammographic masses using a gradient-based segmentation algorithm and a neural classifier
    • Delogu P., Fantacci M.E., Kasae P., and Retico A. Characterization of mammographic masses using a gradient-based segmentation algorithm and a neural classifier. Comput. Biol. Med. 37 10 (2007) 1479-1491
    • (2007) Comput. Biol. Med. , vol.37 , Issue.10 , pp. 1479-1491
    • Delogu, P.1    Fantacci, M.E.2    Kasae, P.3    Retico, A.4
  • 43
    • 0026557868 scopus 로고
    • The positive predictive value of mammography
    • Kopans D.B. The positive predictive value of mammography. Am. J. Roentgenol. 158 (1992) 521-526
    • (1992) Am. J. Roentgenol. , vol.158 , pp. 521-526
    • Kopans, D.B.1
  • 44
    • 0028805669 scopus 로고
    • Screening mammography in community practice: positive predictive value of abnormal findings and yield of follow-up diagnositic procedures
    • Brown M.L., Houn F., Sickles E.A., and Kessler L.G. Screening mammography in community practice: positive predictive value of abnormal findings and yield of follow-up diagnositic procedures. Am. J. Roentgenol. 165 (1995) 1373-1377
    • (1995) Am. J. Roentgenol. , vol.165 , pp. 1373-1377
    • Brown, M.L.1    Houn, F.2    Sickles, E.A.3    Kessler, L.G.4
  • 45
    • 0027383738 scopus 로고
    • Positive predictive value of screening mammography by age and family history of breast cancer
    • Kerlikowske K., Grady D., Barclay J., Sickles E.A., Eaton A., and Ernster V. Positive predictive value of screening mammography by age and family history of breast cancer. J. Am. Med. Assoc. 270 (1993) 2444-2450
    • (1993) J. Am. Med. Assoc. , vol.270 , pp. 2444-2450
    • Kerlikowske, K.1    Grady, D.2    Barclay, J.3    Sickles, E.A.4    Eaton, A.5    Ernster, V.6
  • 46
    • 59149084973 scopus 로고    scopus 로고
    • American College of Radiology (ACR), Breast Imaging Reporting and Data System (BI-RADS), 4th ed., American College of Radiology, Reston, Virginia, USA, 2003.
    • American College of Radiology (ACR), Breast Imaging Reporting and Data System (BI-RADS), 4th ed., American College of Radiology, Reston, Virginia, USA, 2003.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.