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Volumn 18, Issue 2, 2014, Pages 241-252

Learning from unbalanced data: A cascade-based approach for detecting clustered microcalcifications

Author keywords

Clustered microcalcifications; Computer aided detection; Mammography; Unbalanced data

Indexed keywords

CALCIFICATION (BIOCHEMISTRY); MAMMOGRAPHY;

EID: 84888787427     PISSN: 13618415     EISSN: 13618423     Source Type: Journal    
DOI: 10.1016/j.media.2013.10.014     Document Type: Article
Times cited : (68)

References (42)
  • 3
    • 0003821967 scopus 로고    scopus 로고
    • Handbook of Medical Imaging: Physics and Psychophysics
    • S.P.I.E., Bellingham, WA.
    • Beutel, J., Kundel, H.L., VanMetter, R.L., 2000. Handbook of Medical Imaging: Physics and Psychophysics, vol. 1. S.P.I.E., Bellingham, WA.
    • (2000) , vol.1
    • Beutel, J.1    Kundel, H.L.2    VanMetter, R.L.3
  • 4
    • 70350503267 scopus 로고    scopus 로고
    • The preponderance of evidence supports computer-aided detection for screening mammography
    • Birdwell R.L. The preponderance of evidence supports computer-aided detection for screening mammography. Radiology 2009, 253:9-16.
    • (2009) Radiology , vol.253 , pp. 9-16
    • Birdwell, R.L.1
  • 5
    • 84874580032 scopus 로고    scopus 로고
    • A ranking-based cascade approach for unbalanced data
    • 2012 21st International Conference on Pattern Recognition (ICPR)
    • Bria, A., Marrocco, C., Molinara, M., Tortorella, F., 2012. A ranking-based cascade approach for unbalanced data. In: 2012 21st International Conference on Pattern Recognition (ICPR), pp. 3439-3442.
    • (2012) , pp. 3439-3442
    • Bria, A.1    Marrocco, C.2    Molinara, M.3    Tortorella, F.4
  • 6
    • 0142120449 scopus 로고    scopus 로고
    • Computer-aided detection and classification of microcalcifications in mammograms: a survey
    • Cheng H., Cai X., Chen X., Hu L., Lou X. Computer-aided detection and classification of microcalcifications in mammograms: a survey. Pattern Recognition 2003, 36:2967-2991.
    • (2003) Pattern Recognition , vol.36 , pp. 2967-2991
    • Cheng, H.1    Cai, X.2    Chen, X.3    Hu, L.4    Lou, X.5
  • 10
    • 84855557868 scopus 로고    scopus 로고
    • A systematic review of computer-assisted diagnosis in diagnostic cancer imaging
    • Eadie L.H., Taylor P., Gibson A.P. A systematic review of computer-assisted diagnosis in diagnostic cancer imaging. European Journal of Radiology 2012, 81:e70-e76.
    • (2012) European Journal of Radiology , vol.81
    • Eadie, L.H.1    Taylor, P.2    Gibson, A.P.3
  • 11
    • 0037002322 scopus 로고    scopus 로고
    • A support vector machine approach for detection of microcalcifications
    • IEEE Transactions on Medical Imaging
    • El Naqa, I., Yang, Y, W.M.N., Galatsanos, N.P., Nishikawa, R.M., 2002. A support vector machine approach for detection of microcalcifications. IEEE Transactions on Medical Imaging 21, 1552-1563.
    • (2002) , vol.21 , pp. 1552-1563
    • El Naqa, I.1    Yang, Y.W.M.N.2    Galatsanos, N.P.3    Nishikawa, R.M.4
  • 12
    • 84883896690 scopus 로고    scopus 로고
    • Lymph node detection and segmentation in chest CT data using discriminative learning and a spatial prior
    • Feulner J., Zhou S.K., Hammon M., Hornegger J., Comaniciu D. Lymph node detection and segmentation in chest CT data using discriminative learning and a spatial prior. Medical Image Analysis 2013, 17:254-270.
    • (2013) Medical Image Analysis , vol.17 , pp. 254-270
    • Feulner, J.1    Zhou, S.K.2    Hammon, M.3    Hornegger, J.4    Comaniciu, D.5
  • 15
    • 57649123451 scopus 로고    scopus 로고
    • On the class imbalance problem. In: 4th International Conference on Natural Computation,
    • Guo, X., Yin, Y., Dong, C., Yang, G., Zhou, G., 2008. On the class imbalance problem. In: 4th International Conference on Natural Computation, vol. 4, pp. 192-201.
    • (2008) , vol.4 , pp. 192-201
    • Guo, X.1    Yin, Y.2    Dong, C.3    Yang, G.4    Zhou, G.5
  • 16
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley J.A., McNeil B.J. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982, 143:29-36.
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 17
    • 84937655864 scopus 로고
    • Visual pattern recognition by moment invariants
    • Hu M.K. Visual pattern recognition by moment invariants. IRE Transactions on Information Theory 1963, 8:179-187.
    • (1963) IRE Transactions on Information Theory , vol.8 , pp. 179-187
    • Hu, M.K.1
  • 20
    • 79551668784 scopus 로고    scopus 로고
    • Detection of clustered microcalcifications using spatial point process modeling
    • Jing H., Yang Y., Nishikawa R.M. Detection of clustered microcalcifications using spatial point process modeling. Physics in Medical Biology 2011, 56:1-17.
    • (2011) Physics in Medical Biology , vol.56 , pp. 1-17
    • Jing, H.1    Yang, Y.2    Nishikawa, R.M.3
  • 22
    • 0004233960 scopus 로고    scopus 로고
    • Lippincott Williams & Wilkins, Hagerstown, Maryland, USA
    • Kopans D.B. Breast Imaging 2007, Lippincott Williams & Wilkins, Hagerstown, Maryland, USA.
    • (2007) Breast Imaging
    • Kopans, D.B.1
  • 23
    • 35248892096 scopus 로고    scopus 로고
    • Empirical analysis of detection cascades of boosted classifiers for rapid object detection
    • In: DAGM 25th Pattern Recognition Symposium
    • Lienhart, R., Kuranov, E., Pisarevsky, V., 2003. Empirical analysis of detection cascades of boosted classifiers for rapid object detection. In: DAGM 25th Pattern Recognition Symposium, pp. 297-304.
    • (2003) , pp. 297-304
    • Lienhart, R.1    Kuranov, E.2    Pisarevsky, V.3
  • 24
    • 77952554315 scopus 로고    scopus 로고
    • A learning method for the class imbalance problem with medical data sets
    • Li D.C., Liu C.W., Hu S.C. A learning method for the class imbalance problem with medical data sets. Computers in Biology and Medicine 2010, 40:509-518.
    • (2010) Computers in Biology and Medicine , vol.40 , pp. 509-518
    • Li, D.C.1    Liu, C.W.2    Hu, S.C.3
  • 26
    • 1642276235 scopus 로고    scopus 로고
    • Noise equalization for detection of microcalcification clusters in direct digital mammogram images
    • McLoughlin K.J., Bones P.J., Karssemeijer N. Noise equalization for detection of microcalcification clusters in direct digital mammogram images. IEEE Transactions on Medical Imaging 2004, 23:313-320.
    • (2004) IEEE Transactions on Medical Imaging , vol.23 , pp. 313-320
    • McLoughlin, K.J.1    Bones, P.J.2    Karssemeijer, N.3
  • 28
    • 77954633433 scopus 로고    scopus 로고
    • A boosting based approach for automatic micro-calcification detection
    • Proceedings of International Workshop on Digital Mammography, LNCS
    • Oliver, A., Torrent, A., Tortajada, M., Lladó, M.P., Tortajada, L., Sentís, M., Freixenet, J., 2010. A boosting based approach for automatic micro-calcification detection. In: Proceedings of International Workshop on Digital Mammography, LNCS, vol. 6136, pp. 251-258.
    • (2010) , vol.6136 , pp. 251-258
    • Oliver, A.1    Torrent, A.2    Tortajada, M.3    Lladó, M.P.4    Tortajada, L.5    Sentís, M.6    Freixenet, J.7
  • 29
    • 84943347235 scopus 로고
    • Sequential operations in digital picture processing
    • Rosenfeld A., Pfaltz J. Sequential operations in digital picture processing. Journal of the ACM 1966, 13:471-494.
    • (1966) Journal of the ACM , vol.13 , pp. 471-494
    • Rosenfeld, A.1    Pfaltz, J.2
  • 30
    • 33748434253 scopus 로고    scopus 로고
    • Comparing image detection algorithms using resampling
    • IEEE International Symposium on Biomedical Imaging
    • Samuelson, F.W., Petrick, N., 2006. Comparing image detection algorithms using resampling. In: IEEE International Symposium on Biomedical Imaging, pp. 1312-1315.
    • (2006) , pp. 1312-1315
    • Samuelson, F.W.1    Petrick, N.2
  • 31
    • 36349025824 scopus 로고    scopus 로고
    • Advantages and examples of resampling for CAD evaluation
    • IEEE International Symposium on Biomedical Imaging
    • Samuelson, F.W., Petrick, N., Paquerault, S., 2007. Advantages and examples of resampling for CAD evaluation. In: IEEE International Symposium on Biomedical Imaging, pp. 492-495.
    • (2007) , pp. 492-495
    • Samuelson, F.W.1    Petrick, N.2    Paquerault, S.3
  • 32
    • 50949133149 scopus 로고    scopus 로고
    • Detection of microcalcifications using a nonuniform noise model
    • Proceedings of the 9th International Workshop on Digital Mammography
    • Schie, G., Karssemeijer, N., 2008. Detection of microcalcifications using a nonuniform noise model. In: Proceedings of the 9th International Workshop on Digital Mammography, pp. 378-384.
    • (2008) , pp. 378-384
    • Schie, G.1    Karssemeijer, N.2
  • 37
    • 0030314741 scopus 로고    scopus 로고
    • Influence of segmentation on classification of microcalcifications in digital mammography
    • In: Proceedings of the 18th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society, Bridging Disciplines for Biomedicine
    • Veldkamp, W., Karssemeijer, N., 1996. Influence of segmentation on classification of microcalcifications in digital mammography. In: Proceedings of the 18th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society, Bridging Disciplines for Biomedicine, pp. 1171-1172.
    • (1996) , pp. 1171-1172
    • Veldkamp, W.1    Karssemeijer, N.2
  • 40
    • 84898979550 scopus 로고    scopus 로고
    • Fast and robust classification using asymmetric adaboost and a detector cascade
    • Viola P., Jones M. Fast and robust classification using asymmetric adaboost and a detector cascade. Advances in Neural Information Processing System 2002, 16:1311-1318.
    • (2002) Advances in Neural Information Processing System , vol.16 , pp. 1311-1318
    • Viola, P.1    Jones, M.2
  • 42
    • 74849088229 scopus 로고    scopus 로고
    • MCs detection approach using bagging and boosting based twin support vector machine
    • IEEE International Conference on Systems, Man and Cybernetics
    • Zhang, X., Gao, X., Wang, M., 2009. MCs detection approach using bagging and boosting based twin support vector machine. In: IEEE International Conference on Systems, Man and Cybernetics, pp. 5000-5505.
    • (2009) , pp. 5000-5505
    • Zhang, X.1    Gao, X.2    Wang, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.