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Volumn 43, Issue 1, 2010, Pages 299-317

Automated breast cancer detection and classification using ultrasound images: A survey

Author keywords

Automated breast cancer detection and classification; CAD (computer aided diagnosis); Classifiers; Feature extraction and selection; Ultrasound (US) imaging

Indexed keywords

AUTOMATED BREAST CANCER DETECTION AND CLASSIFICATION; BREAST CANCER; BREAST CANCER DETECTION; CAD (COMPUTER-AIDED DIAGNOSIS); CAD SYSTEM; DIAGNOSIS TOOLS; DIAGNOSTIC ACCURACY; EARLY DETECTION; FEATURE EXTRACTION AND SELECTION; PERFORMANCE EVALUATION; ULTRASOUND (US) IMAGING; ULTRASOUND IMAGES; ULTRASOUND IMAGING;

EID: 68949164775     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2009.05.012     Document Type: Article
Times cited : (666)

References (162)
  • 1
    • 0142120449 scopus 로고    scopus 로고
    • Computer-aided detection and classification of microcalcifications in mammograms: a survey
    • Cheng H., Cai X., Chen X., Hu L., and Lou X. Computer-aided detection and classification of microcalcifications in mammograms: a survey. Pattern Recognition 36 (2003) 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
  • 2
    • 32044457119 scopus 로고    scopus 로고
    • Approaches for automated detection and classification of masses in mammograms
    • Cheng H., Shi X., Min R., Hu L., Cai X., and Du H. Approaches for automated detection and classification of masses in mammograms. Pattern Recognition 39 4 (2006) 646-668
    • (2006) Pattern Recognition , vol.39 , Issue.4 , pp. 646-668
    • Cheng, H.1    Shi, X.2    Min, R.3    Hu, L.4    Cai, X.5    Du, H.6
  • 3
    • 0038670778 scopus 로고    scopus 로고
    • Improvement in breast tumor discrimination by support vector machines and speckle-emphasis texture analysis
    • Chang R.F., Wu W.J., Moon W.K., and Chen D.R. Improvement in breast tumor discrimination by support vector machines and speckle-emphasis texture analysis. Ultrasound in Medicine and Biology 29 5 (2003) 679-686
    • (2003) Ultrasound in Medicine and Biology , vol.29 , Issue.5 , pp. 679-686
    • Chang, R.F.1    Wu, W.J.2    Moon, W.K.3    Chen, D.R.4
  • 5
    • 34447514175 scopus 로고    scopus 로고
    • Breast mass lesions: computer-aided diagnosis models with mammographic and sonographic descriptors
    • Jesneck J., Lo J., and Baker J. Breast mass lesions: computer-aided diagnosis models with mammographic and sonographic descriptors. Radiology 244 2 (2007) 390-398
    • (2007) Radiology , vol.244 , Issue.2 , pp. 390-398
    • Jesneck, J.1    Lo, J.2    Baker, J.3
  • 6
    • 20044389317 scopus 로고    scopus 로고
    • Application of the compound probability density function for characterization of breast masses in ultrasound B scans
    • Shankar P., Piccoli C., Reid J., Forsberg J., and Goldberg B. Application of the compound probability density function for characterization of breast masses in ultrasound B scans. Physics in Medicine and Biology 50 10 (2005) 2241-2248
    • (2005) Physics in Medicine and Biology , vol.50 , Issue.10 , pp. 2241-2248
    • Shankar, P.1    Piccoli, C.2    Reid, J.3    Forsberg, J.4    Goldberg, B.5
  • 8
    • 34249897745 scopus 로고    scopus 로고
    • Comparison of ultrasound elastography, mammography, and sonography in the diagnosis of solid breast lesions
    • Zhi H., Ou B., Luo B., Feng X., Wen Y., and Yang H. Comparison of ultrasound elastography, mammography, and sonography in the diagnosis of solid breast lesions. Journal of Ultrasound in Medicine 26 6 (2007) 807-815
    • (2007) Journal of Ultrasound in Medicine , vol.26 , Issue.6 , pp. 807-815
    • Zhi, H.1    Ou, B.2    Luo, B.3    Feng, X.4    Wen, Y.5    Yang, H.6
  • 9
    • 33847208483 scopus 로고    scopus 로고
    • Malignant and benign breast masses on 3D US volumetric images: effect of computer-aided diagnosis on radiologist accuracy
    • Sahiner B. Malignant and benign breast masses on 3D US volumetric images: effect of computer-aided diagnosis on radiologist accuracy. Radiology 242 3 (2007) 716-724
    • (2007) Radiology , vol.242 , Issue.3 , pp. 716-724
    • Sahiner, B.1
  • 10
    • 0037294995 scopus 로고    scopus 로고
    • Breast lesions on sonograms: computer-aided diagnosis with nearly setting-independent features and artificial neural networks
    • Chen C.M., Chou Y.H., Han K.C., Hung G.S., Tiu C.M., Chiou H.J., and Chiou S.Y. Breast lesions on sonograms: computer-aided diagnosis with nearly setting-independent features and artificial neural networks. Radiology 226 (2003) 504-514
    • (2003) Radiology , vol.226 , pp. 504-514
    • Chen, C.M.1    Chou, Y.H.2    Han, K.C.3    Hung, G.S.4    Tiu, C.M.5    Chiou, H.J.6    Chiou, S.Y.7
  • 13
    • 20444473752 scopus 로고    scopus 로고
    • Breast cancer diagnosis using image retrieval for different ultrasonic systems
    • Y.L. Huang, D.R. Chen, Y.K. Liu, Breast cancer diagnosis using image retrieval for different ultrasonic systems, in: International Conference on Image Processing, vol. 5, 2004, pp. 2598-2960.
    • (2004) International Conference on Image Processing , vol.5 , pp. 2598-2960
    • Huang, Y.L.1    Chen, D.R.2    Liu, Y.K.3
  • 14
    • 33646460779 scopus 로고    scopus 로고
    • Characterization of solid breast masses use of the sonographic breast imaging reporting and data system lexicon
    • Costantini M., Belli P., Lombardi R., Franceschini G., Mule A., and Bonomo L. Characterization of solid breast masses use of the sonographic breast imaging reporting and data system lexicon. Journal of Ultrasound in Medicine 25 5 (2006) 649-659
    • (2006) Journal of Ultrasound in Medicine , vol.25 , Issue.5 , pp. 649-659
    • Costantini, M.1    Belli, P.2    Lombardi, R.3    Franceschini, G.4    Mule, A.5    Bonomo, L.6
  • 16
    • 33846921540 scopus 로고    scopus 로고
    • Computer-aided diagnosis applied to 3-D US of solid breast nodules by using principal component analysis and image retrieval
    • Y.-L. Huang, Computer-aided diagnosis applied to 3-D US of solid breast nodules by using principal component analysis and image retrieval, in: Proceedings of the 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference, 2005, pp. 1802-1805.
    • (2005) Proceedings of the 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference , pp. 1802-1805
    • Huang, Y.-L.1
  • 17
    • 24644485337 scopus 로고    scopus 로고
    • Artificial neural network to aid differentiation of malignant and benign breast masses by ultrasound imaging
    • J.H. Song, S.S. Venkatesh, E.F.C. Md, T.W. Cary, P.H. Md, Artificial neural network to aid differentiation of malignant and benign breast masses by ultrasound imaging, in: Proceedings of SPIE, vol. 5750, 2005, pp. 148-152.
    • (2005) Proceedings of SPIE , vol.5750 , pp. 148-152
    • Song, J.H.1    Venkatesh, S.S.2    Md, E.F.C.3    Cary, T.W.4    Md, P.H.5
  • 18
    • 6344221607 scopus 로고    scopus 로고
    • Computer-aided diagnosis of solid breast nodules: use of an artificial neural network based on multiple sonographic features
    • Segyeong J., Yoon S.Y., Woo K.M., and Hee C.K. Computer-aided diagnosis of solid breast nodules: use of an artificial neural network based on multiple sonographic features. IEEE Transactions on Medical Imaging 23 10 (2004) 1292-1300
    • (2004) IEEE Transactions on Medical Imaging , vol.23 , Issue.10 , pp. 1292-1300
    • Segyeong, J.1    Yoon, S.Y.2    Woo, K.M.3    Hee, C.K.4
  • 20
    • 31944443382 scopus 로고    scopus 로고
    • Diagnosis of breast tumors with ultrasonic texture analysis using support vector machines
    • Huang Y., Wang K., and Chen D. Diagnosis of breast tumors with ultrasonic texture analysis using support vector machines. Neural Computing & Applications 15 2 (2006) 164-169
    • (2006) Neural Computing & Applications , vol.15 , Issue.2 , pp. 164-169
    • Huang, Y.1    Wang, K.2    Chen, D.3
  • 21
    • 68949116724 scopus 로고    scopus 로고
    • Mass detection and classification in breast ultrasound images using fuzzy SVM
    • H.D.C. Xiangjun Shi, Liming Hu, Mass detection and classification in breast ultrasound images using fuzzy SVM, in: JCIS-2006 Proceedings, 2006.
    • (2006) JCIS-2006 Proceedings
    • Xiangjun Shi, H.D.C.1    Hu, L.2
  • 22
    • 0036658642 scopus 로고    scopus 로고
    • Use of the bootstrap technique with small training sets for computer-aided diagnosis in breast ultrasound
    • Chen D.R., Kuo W.J., Chang R.F., Moon W.K., and Lee C.C. Use of the bootstrap technique with small training sets for computer-aided diagnosis in breast ultrasound. Ultrasound in Medicine and Biology 28 7 (2002) 897-902
    • (2002) Ultrasound in Medicine and Biology , vol.28 , Issue.7 , pp. 897-902
    • Chen, D.R.1    Kuo, W.J.2    Chang, R.F.3    Moon, W.K.4    Lee, C.C.5
  • 25
    • 34047103508 scopus 로고    scopus 로고
    • A new methodology based on q-entropy for breast lesion classification in 3-D ultrasound images
    • P.S. Rodrigues, A new methodology based on q-entropy for breast lesion classification in 3-D ultrasound images, in: Proceedings of the 28th IEEE EMBS Annual International Conference, 2006, pp. 1048-1051.
    • (2006) Proceedings of the 28th IEEE EMBS Annual International Conference , pp. 1048-1051
    • Rodrigues, P.S.1
  • 26
    • 0037334670 scopus 로고    scopus 로고
    • Computer-aided diagnosis for 3-dimensional breast ultrasonography
    • Chen D.R., Chang R.F., Chen W.M., and Moon W.K. Computer-aided diagnosis for 3-dimensional breast ultrasonography. Archives of Surgery 138 (2003) 296-302
    • (2003) Archives of Surgery , vol.138 , pp. 296-302
    • Chen, D.R.1    Chang, R.F.2    Chen, W.M.3    Moon, W.K.4
  • 27
    • 27744560076 scopus 로고    scopus 로고
    • Ultrasound demonstration of mammographically detected microcalcifications in patients with ductal carcinoma in situ of the breast
    • Nagashima T., and Hashimoto H. Ultrasound demonstration of mammographically detected microcalcifications in patients with ductal carcinoma in situ of the breast. Breast Cancer 12 3 (2005) 216-220
    • (2005) Breast Cancer , vol.12 , Issue.3 , pp. 216-220
    • Nagashima, T.1    Hashimoto, H.2
  • 28
    • 0031179795 scopus 로고    scopus 로고
    • In vivo demonstration of microcalcification in breast cancer using high resolution ultrasound
    • Yang W.T. In vivo demonstration of microcalcification in breast cancer using high resolution ultrasound. British Journal of Radiology 70 835 (1997) 685-690
    • (1997) British Journal of Radiology , vol.70 , Issue.835 , pp. 685-690
    • Yang, W.T.1
  • 30
    • 84975576374 scopus 로고
    • Generalized k distribution: a statistical model for weak scattering
    • Jakeman E., and Tough R.J.A. Generalized k distribution: a statistical model for weak scattering. Journal of the Optical Society of America A 4 9 (1987) 1764-1772
    • (1987) Journal of the Optical Society of America A , vol.4 , Issue.9 , pp. 1764-1772
    • Jakeman, E.1    Tough, R.J.A.2
  • 31
    • 0032410579 scopus 로고    scopus 로고
    • Effective density estimators based on the k distribution: interest of low and fractional order moments
    • Ossant F., Patat F., Lebertre M., Teriierooiterai M.L., and Pourselot L. Effective density estimators based on the k distribution: interest of low and fractional order moments. Ultrasonic Imaging 20 (1998) 243-259
    • (1998) Ultrasonic Imaging , vol.20 , pp. 243-259
    • Ossant, F.1    Patat, F.2    Lebertre, M.3    Teriierooiterai, M.L.4    Pourselot, L.5
  • 32
    • 0028618935 scopus 로고
    • Ultrasound echo envelope analysis using a homodyned k distribution signal model
    • Dutt V., and Greenleaf J.F. Ultrasound echo envelope analysis using a homodyned k distribution signal model. Ultrasonic Imaging 16 (1994) 265-287
    • (1994) Ultrasonic Imaging , vol.16 , pp. 265-287
    • Dutt, V.1    Greenleaf, J.F.2
  • 33
    • 0036721081 scopus 로고    scopus 로고
    • Real-time speckle reduction and coherence enhancement in ultrasound imaging via nonlinear anisotropic diffusion
    • Abd-Elmoniem K.Z., Youssef A.B.M., and Kadah Y.M. Real-time speckle reduction and coherence enhancement in ultrasound imaging via nonlinear anisotropic diffusion. IEEE Transactions on Biomedical Engineering 49 (2002) 997-1014
    • (2002) IEEE Transactions on Biomedical Engineering , vol.49 , pp. 997-1014
    • Abd-Elmoniem, K.Z.1    Youssef, A.B.M.2    Kadah, Y.M.3
  • 39
    • 0030395755 scopus 로고    scopus 로고
    • Adaptive speckle reduction filter for log-compressed B-scan images
    • Dutt V., and Greenleaf J.F. Adaptive speckle reduction filter for log-compressed B-scan images. IEEE Transactions on Medical Imaging 15 (1996) 802-813
    • (1996) IEEE Transactions on Medical Imaging , vol.15 , pp. 802-813
    • Dutt, V.1    Greenleaf, J.F.2
  • 43
    • 0036557883 scopus 로고    scopus 로고
    • Analysis of speckle in ultrasound images using fractional order statistics and the homodyned k-distribution
    • Prager R.W., Gee A.H., Treece G.M., and Berman L.H. Analysis of speckle in ultrasound images using fractional order statistics and the homodyned k-distribution. Ultrasonics 40 (2002) 133-137
    • (2002) Ultrasonics , vol.40 , pp. 133-137
    • Prager, R.W.1    Gee, A.H.2    Treece, G.M.3    Berman, L.H.4
  • 47
    • 0024479352 scopus 로고
    • An adaptive weighted median filter for speckle suppression in medical ultrasonic images
    • Loupas T., McDicken W.N., and Allan P.L. An adaptive weighted median filter for speckle suppression in medical ultrasonic images. IEEE Transactions on Circuits and Systems 36 (1989) 129-135
    • (1989) IEEE Transactions on Circuits and Systems , vol.36 , pp. 129-135
    • Loupas, T.1    McDicken, W.N.2    Allan, P.L.3
  • 51
    • 0025554780 scopus 로고
    • Maximum a posteriori speckle filtering and first order texture models in SAR images
    • A. Lopes, E. Nezry, R. Touzi, H. Laur, Maximum a posteriori speckle filtering and first order texture models in SAR images, in: Geoscience and Remote Sensing Symposium, 1990, pp. 2409-2412.
    • (1990) Geoscience and Remote Sensing Symposium , pp. 2409-2412
    • Lopes, A.1    Nezry, E.2    Touzi, R.3    Laur, H.4
  • 54
    • 8344280387 scopus 로고    scopus 로고
    • A diffusion stick method for speckle suppression in ultrasonic images
    • Xiao C.Y., Su Z., and Chen Y.Z. A diffusion stick method for speckle suppression in ultrasonic images. Pattern Recognition Letters 25 (2004) 1867-1877
    • (2004) Pattern Recognition Letters , vol.25 , pp. 1867-1877
    • Xiao, C.Y.1    Su, Z.2    Chen, Y.Z.3
  • 55
    • 12144249929 scopus 로고    scopus 로고
    • Multiresolution nonhomogeneous anisotropic diffusion approach to enhance ultrasound breast tumor image legibility
    • Z. Yang, M.D. Fox, Multiresolution nonhomogeneous anisotropic diffusion approach to enhance ultrasound breast tumor image legibility, in: Proceedings of SPIE, Medical Imaging 2004: Ultrasonic Imaging and Signal Processing, vol. 5373, 2004, pp. 98-107.
    • (2004) Proceedings of SPIE, Medical Imaging 2004: Ultrasonic Imaging and Signal Processing , vol.5373 , pp. 98-107
    • Yang, Z.1    Fox, M.D.2
  • 57
    • 0022709554 scopus 로고
    • Geometric filter for speckle reduction
    • Crimmins T.R. Geometric filter for speckle reduction. Optical Engineering 25 5 (1986) 651-654
    • (1986) Optical Engineering , vol.25 , Issue.5 , pp. 651-654
    • Crimmins, T.R.1
  • 58
    • 0037290218 scopus 로고    scopus 로고
    • Aggressive region growing for speckle reduction in ultrasound images
    • Chen Y., Yin R.M., Flynn R., and Broschat S. Aggressive region growing for speckle reduction in ultrasound images. Pattern Recognition Letters 24 (2003) 677-691
    • (2003) Pattern Recognition Letters , vol.24 , pp. 677-691
    • Chen, Y.1    Yin, R.M.2    Flynn, R.3    Broschat, S.4
  • 59
    • 0032587463 scopus 로고    scopus 로고
    • Detection of lines and boundaries in speckle images-application to medical ultrasound
    • Czerwinski R.N., Jones D.L., and O'Brien W.D. Detection of lines and boundaries in speckle images-application to medical ultrasound. IEEE Transactions on Medical Imaging 18 (1999) 126-136
    • (1999) IEEE Transactions on Medical Imaging , vol.18 , pp. 126-136
    • Czerwinski, R.N.1    Jones, D.L.2    O'Brien, W.D.3
  • 63
    • 33747092792 scopus 로고    scopus 로고
    • A new algorithm for shot noise removal in medical ultrasound images based on alpha-stable model
    • Zha D.F., and Qiu T.S. A new algorithm for shot noise removal in medical ultrasound images based on alpha-stable model. International Journal of Adaptive Control and Signal Processing 20 (2006) 251-263
    • (2006) International Journal of Adaptive Control and Signal Processing , vol.20 , pp. 251-263
    • Zha, D.F.1    Qiu, T.S.2
  • 65
    • 17244362537 scopus 로고    scopus 로고
    • Locally adaptive wavelet domain Bayesian processor for denoising medical ultrasound images using speckle modeling based on Rayleigh distribution
    • Gupta S., Chauhan R.C., and Saxena S.C. Locally adaptive wavelet domain Bayesian processor for denoising medical ultrasound images using speckle modeling based on Rayleigh distribution. IEEE Proceedings on Vision Image and Signal Processing 152 (2005) 129-135
    • (2005) IEEE Proceedings on Vision Image and Signal Processing , vol.152 , pp. 129-135
    • Gupta, S.1    Chauhan, R.C.2    Saxena, S.C.3
  • 66
    • 2342442910 scopus 로고    scopus 로고
    • Wavelet-based statistical approach for speckle reduction in medical ultrasound images
    • Gupta S., Chauhan R.C., and Sexana S.C. Wavelet-based statistical approach for speckle reduction in medical ultrasound images. Medical & Biological Engineering & Computing 42 (2004) 189-192
    • (2004) Medical & Biological Engineering & Computing , vol.42 , pp. 189-192
    • Gupta, S.1    Chauhan, R.C.2    Sexana, S.C.3
  • 67
    • 34047258485 scopus 로고    scopus 로고
    • A versatile technique for visual enhancement of medical ultrasound images
    • Gupta S., Kaur L., Chauhan R.C., and Saxena S.C. A versatile technique for visual enhancement of medical ultrasound images. Digital Signal Processing 17 (2007) 542-560
    • (2007) Digital Signal Processing , vol.17 , pp. 542-560
    • Gupta, S.1    Kaur, L.2    Chauhan, R.C.3    Saxena, S.C.4
  • 68
  • 69
    • 0035413315 scopus 로고    scopus 로고
    • Novel Bayesian multiscale method for speckle removal in medical ultrasound images
    • Achim A., Bezerianos A., and Tsakalides P. Novel Bayesian multiscale method for speckle removal in medical ultrasound images. IEEE Transactions on Medical Imaging 20 (2001) 772-783
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , pp. 772-783
    • Achim, A.1    Bezerianos, A.2    Tsakalides, P.3
  • 73
    • 0035436148 scopus 로고    scopus 로고
    • A speckle suppression method based on nonlinear threshold wavelet packet in ultrasound images
    • Li B., and Zhuang T.G. A speckle suppression method based on nonlinear threshold wavelet packet in ultrasound images. Journal of Infrared and Millimeter Waves 20 (2001) 307-310
    • (2001) Journal of Infrared and Millimeter Waves , vol.20 , pp. 307-310
    • Li, B.1    Zhuang, T.G.2
  • 74
    • 0033181296 scopus 로고    scopus 로고
    • A novel multiscale nonlinear thresholding method for ultrasonic speckle suppressing
    • Hao X.H., Gao S.K., and Gao X.R. A novel multiscale nonlinear thresholding method for ultrasonic speckle suppressing. IEEE Transactions on Medical Imaging 18 (1999) 787-794
    • (1999) IEEE Transactions on Medical Imaging , vol.18 , pp. 787-794
    • Hao, X.H.1    Gao, S.K.2    Gao, X.R.3
  • 76
    • 0034259592 scopus 로고    scopus 로고
    • Spatially adaptive wavelet thresholding with context modelling for image denoising
    • Chang S.G., Yu B., and Vetterli M. Spatially adaptive wavelet thresholding with context modelling for image denoising. IEEE Transactions on Image Processing 9 (2000) 1522-1531
    • (2000) IEEE Transactions on Image Processing , vol.9 , pp. 1522-1531
    • Chang, S.G.1    Yu, B.2    Vetterli, M.3
  • 77
    • 68949106240 scopus 로고    scopus 로고
    • J.R. Sveinsson, J.A. Benediktsson, Speckle reduction and enhancement of SAR images in the wavelet domain, in: International Geoscience and Remote Sensing Symposium, IGARSS '96, 'Remote Sensing for a Sustainable Future', 13, 1996, pp.725-735.
    • J.R. Sveinsson, J.A. Benediktsson, Speckle reduction and enhancement of SAR images in the wavelet domain, in: International Geoscience and Remote Sensing Symposium, IGARSS '96, 'Remote Sensing for a Sustainable Future', vol. 13, 1996, pp.725-735.
  • 81
    • 32044454390 scopus 로고    scopus 로고
    • The combined effect of spatial compounding and nonlinear filtering on the speckle reduction in ultrasound images
    • Adam D., Beilin-Nissan S., Friedman Z., and Behar V. The combined effect of spatial compounding and nonlinear filtering on the speckle reduction in ultrasound images. Ultrasonics 44 (2006) 166-181
    • (2006) Ultrasonics , vol.44 , pp. 166-181
    • Adam, D.1    Beilin-Nissan, S.2    Friedman, Z.3    Behar, V.4
  • 83
    • 0031107438 scopus 로고    scopus 로고
    • Three-dimensional spatial compounding of ultrasound images
    • Robert Rohlinga A.G.a.L.B. Three-dimensional spatial compounding of ultrasound images. Medical Image Analysis 1 (1997) 177-193
    • (1997) Medical Image Analysis , vol.1 , pp. 177-193
    • Robert Rohlinga, A.G.a.L.B.1
  • 84
    • 20044389317 scopus 로고    scopus 로고
    • Application of the compound probability density function for characterization of breast masses in ultrasound B scans
    • Shankar P., Piccoli C., Reid J., Forsberg J., and Goldberg B. Application of the compound probability density function for characterization of breast masses in ultrasound B scans. Physics in Medicine and Biology 50 10 (2005) 2241-2248
    • (2005) Physics in Medicine and Biology , vol.50 , Issue.10 , pp. 2241-2248
    • Shankar, P.1    Piccoli, C.2    Reid, J.3    Forsberg, J.4    Goldberg, B.5
  • 85
    • 1442360364 scopus 로고    scopus 로고
    • A simple and effective histogram equalization approach to image enhancement
    • Shi X.J., and Cheng H.D. A simple and effective histogram equalization approach to image enhancement. Digital Signal Processing 14 (2004) 158-170
    • (2004) Digital Signal Processing , vol.14 , pp. 158-170
    • Shi, X.J.1    Cheng, H.D.2
  • 87
    • 0035546355 scopus 로고    scopus 로고
    • Color image segmentation: advances and prospects
    • Cheng H.D., Jiang X.H., Sun Y., and Wang J.L. Color image segmentation: advances and prospects. Pattern Recognition 34 12 (2001) 2259-2281
    • (2001) Pattern Recognition , vol.34 , Issue.12 , pp. 2259-2281
    • Cheng, H.D.1    Jiang, X.H.2    Sun, Y.3    Wang, J.L.4
  • 88
    • 0030837243 scopus 로고    scopus 로고
    • Adaptive color segmentation-a comparison of neural and statistical methods
    • Littmann E., and Ritter H. Adaptive color segmentation-a comparison of neural and statistical methods. IEEE Transactions on Neural Networks 8 1 (1997) 175-185
    • (1997) IEEE Transactions on Neural Networks , vol.8 , Issue.1 , pp. 175-185
    • Littmann, E.1    Ritter, H.2
  • 90
    • 0036173894 scopus 로고    scopus 로고
    • Computerized diagnosis of breast lesions on ultrasound
    • Horsch K., Giger M.L., Venta L.A., and Vyborny C.J. Computerized diagnosis of breast lesions on ultrasound. Medical Physics 29 2 (2002) 157-164
    • (2002) Medical Physics , vol.29 , Issue.2 , pp. 157-164
    • Horsch, K.1    Giger, M.L.2    Venta, L.A.3    Vyborny, C.J.4
  • 91
    • 0034844805 scopus 로고    scopus 로고
    • Automatic segmentation of breast lesions on ultrasound
    • Horsch K., Giger M.L., Venta L.A., and Vyborny C.J. Automatic segmentation of breast lesions on ultrasound. Medical Physics 28 8 (2001) 1652-1659
    • (2001) Medical Physics , vol.28 , Issue.8 , pp. 1652-1659
    • Horsch, K.1    Giger, M.L.2    Venta, L.A.3    Vyborny, C.J.4
  • 92
    • 0032737421 scopus 로고    scopus 로고
    • Computer-aided diagnosis applied to us of solid breast nodules by using neural networks
    • Chen D.R., Chang R.F., and Huang Y.L. Computer-aided diagnosis applied to us of solid breast nodules by using neural networks. Radiology 213 (1999) 407-412
    • (1999) Radiology , vol.213 , pp. 407-412
    • Chen, D.R.1    Chang, R.F.2    Huang, Y.L.3
  • 93
    • 0344844546 scopus 로고    scopus 로고
    • Segmentation of breast tumor in three-dimensional ultrasound images using three-dimensional discrete active contour model
    • Chang R.F., Wu W.J., Moon W.K., Chen W.M., Lee W., and Chen D.R. Segmentation of breast tumor in three-dimensional ultrasound images using three-dimensional discrete active contour model. Ultrasound in Medicine and Biology 29 (2003) 1571-1581
    • (2003) Ultrasound in Medicine and Biology , vol.29 , pp. 1571-1581
    • Chang, R.F.1    Wu, W.J.2    Moon, W.K.3    Chen, W.M.4    Lee, W.5    Chen, D.R.6
  • 94
  • 97
    • 0038398643 scopus 로고    scopus 로고
    • Combining low-, high-level and empirical domain knowledge for automated segmentation of ultrasonic breast lesions
    • Madabhushi A., and Metaxas D.N. Combining low-, high-level and empirical domain knowledge for automated segmentation of ultrasonic breast lesions. IEEE Transactions on Medical Imaging 22 2 (2003) 55-169
    • (2003) IEEE Transactions on Medical Imaging , vol.22 , Issue.2 , pp. 55-169
    • Madabhushi, A.1    Metaxas, D.N.2
  • 99
    • 0034059644 scopus 로고    scopus 로고
    • An early vision-based snake model for ultrasound image segmentation
    • Chen C.M., Lu H.H., and Lin Y.C. An early vision-based snake model for ultrasound image segmentation. Ultrasound in Medicine and Biology 26 2 (2000) 273-285
    • (2000) Ultrasound in Medicine and Biology , vol.26 , Issue.2 , pp. 273-285
    • Chen, C.M.1    Lu, H.H.2    Lin, Y.C.3
  • 103
    • 0036007867 scopus 로고    scopus 로고
    • Segmentation of ultrasound B-mode images with intensity inhomogeneity correction
    • Xiao G.F., Brady M., Noble J.A., and Zhang Y.Y. Segmentation of ultrasound B-mode images with intensity inhomogeneity correction. IEEE Transactions on Medical Imaging 21 1 (2002) 48-57
    • (2002) IEEE Transactions on Medical Imaging , vol.21 , Issue.1 , pp. 48-57
    • Xiao, G.F.1    Brady, M.2    Noble, J.A.3    Zhang, Y.Y.4
  • 104
    • 0031735062 scopus 로고    scopus 로고
    • Multiresolution texture based adaptive clustering algorithm for breast lesion segmentation
    • Boukerroui D., Basset O., Gu N., and Baskurt A. Multiresolution texture based adaptive clustering algorithm for breast lesion segmentation. European Journal of Ultrasound 8 (1998) 135-144
    • (1998) European Journal of Ultrasound , vol.8 , pp. 135-144
    • Boukerroui, D.1    Basset, O.2    Gu, N.3    Baskurt, A.4
  • 105
    • 0037290210 scopus 로고    scopus 로고
    • Segmentation of ultrasound images-multiresolution 2D and 3D algorithm based on global and local statistics
    • Boukerroui D., Baskurt A., Noble J.A., and Basset O. Segmentation of ultrasound images-multiresolution 2D and 3D algorithm based on global and local statistics. Pattern Recognition Letters 24 4-5 (2003) 779-790
    • (2003) Pattern Recognition Letters , vol.24 , Issue.4-5 , pp. 779-790
    • Boukerroui, D.1    Baskurt, A.2    Noble, J.A.3    Basset, O.4
  • 108
    • 84965761404 scopus 로고
    • Multiple resolution Bayesian segmentation of ultrasound images
    • Ashton E.A., and Parker K.J. Multiple resolution Bayesian segmentation of ultrasound images. Ultrasonic Imaging 17 4 (1995) 291-304
    • (1995) Ultrasonic Imaging , vol.17 , Issue.4 , pp. 291-304
    • Ashton, E.A.1    Parker, K.J.2
  • 109
    • 0036814403 scopus 로고    scopus 로고
    • Diagnosis of breast tumors with sonographic texture analysis using wavelet transform and neural networks
    • Chen D.R., Chang R.F., Kuo W.J., Chen M.C., and Huang Y.L. Diagnosis of breast tumors with sonographic texture analysis using wavelet transform and neural networks. Ultrasound in Medicine and Biology 28 10 (2002) 1301-1310
    • (2002) Ultrasound in Medicine and Biology , vol.28 , Issue.10 , pp. 1301-1310
    • Chen, D.R.1    Chang, R.F.2    Kuo, W.J.3    Chen, M.C.4    Huang, Y.L.5
  • 110
    • 2942557015 scopus 로고    scopus 로고
    • Watershed segmentation for breast tumor in 2-D sonography
    • Huang Y.L., and Chen D.R. Watershed segmentation for breast tumor in 2-D sonography. Ultrasound in Medicine and Biology 30 (2004) 625-632
    • (2004) Ultrasound in Medicine and Biology , vol.30 , pp. 625-632
    • Huang, Y.L.1    Chen, D.R.2
  • 112
    • 0035297603 scopus 로고    scopus 로고
    • Computerized radiographic mass detection-part II: lesion site selection by morphological enhancement and contextual segmentation
    • Li H., Wang Y., Liu K.J.R., Lo S.B., and Freedman M.T. Computerized radiographic mass detection-part II: lesion site selection by morphological enhancement and contextual segmentation. IEEE Transactions on Medical Imaging 20 4 (2001) 302-313
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.4 , pp. 302-313
    • Li, H.1    Wang, Y.2    Liu, K.J.R.3    Lo, S.B.4    Freedman, M.T.5
  • 115
    • 34547457182 scopus 로고    scopus 로고
    • Computerized-aid diagnosis of breast mass using ultrasound image
    • Tian J.W., Sun L.T., Guo Y.H., Cheng H.D., and Zhang Y.T. Computerized-aid diagnosis of breast mass using ultrasound image. Medical Physics 34 (2007) 3158-3164
    • (2007) Medical Physics , vol.34 , pp. 3158-3164
    • Tian, J.W.1    Sun, L.T.2    Guo, Y.H.3    Cheng, H.D.4    Zhang, Y.T.5
  • 116
    • 33645506500 scopus 로고    scopus 로고
    • Detection of breast lesion regions in ultrasound images using wavelets and order statistics
    • Mogatadakala K., Donohue K., Piccoli C., and Forsberg F. Detection of breast lesion regions in ultrasound images using wavelets and order statistics. Medical Physics 33 4 (2006) 840-849
    • (2006) Medical Physics , vol.33 , Issue.4 , pp. 840-849
    • Mogatadakala, K.1    Donohue, K.2    Piccoli, C.3    Forsberg, F.4
  • 117
    • 0038710304 scopus 로고    scopus 로고
    • Computerized analysis of shadowing on breast ultrasound for improved lesion detection
    • Drukker K., Giger M., and Mendelson E. Computerized analysis of shadowing on breast ultrasound for improved lesion detection. Medical Physics 30 7 (2003) 1833-1842
    • (2003) Medical Physics , vol.30 , Issue.7 , pp. 1833-1842
    • Drukker, K.1    Giger, M.2    Mendelson, E.3
  • 118
    • 1642528329 scopus 로고    scopus 로고
    • The use of the compound probability density function in ultrasonic tissue characterization
    • Shankar P. The use of the compound probability density function in ultrasonic tissue characterization. Physics in Medicine and Biology 49 6 (2004) 1007-1015
    • (2004) Physics in Medicine and Biology , vol.49 , Issue.6 , pp. 1007-1015
    • Shankar, P.1
  • 119
    • 0029043295 scopus 로고
    • Solid breast nodules-use of sonography to distinguish benign and malignant lesions
    • Stavros A., Thickman D., Rapp C., Dennis M., Parker S., and Sisney G. Solid breast nodules-use of sonography to distinguish benign and malignant lesions. Radiology 196 1 (1995) 123-134
    • (1995) Radiology , vol.196 , Issue.1 , pp. 123-134
    • Stavros, A.1    Thickman, D.2    Rapp, C.3    Dennis, M.4    Parker, S.5    Sisney, G.6
  • 121
    • 1242292314 scopus 로고    scopus 로고
    • Analysis of sonographic features for the differentiation of benign and malignant breast tumors of different sizes
    • Chen S., Cheung Y., Su C., Chen M., Hwang T., and Hsueh S. Analysis of sonographic features for the differentiation of benign and malignant breast tumors of different sizes. Ultrasound in Medicine and Biology 23 2 (2004) 188-193
    • (2004) Ultrasound in Medicine and Biology , vol.23 , Issue.2 , pp. 188-193
    • Chen, S.1    Cheung, Y.2    Su, C.3    Chen, M.4    Hwang, T.5    Hsueh, S.6
  • 125
    • 0032737421 scopus 로고    scopus 로고
    • Computer-aided diagnosis applied to US of solid breast nodules by using neural networks
    • Chen D., Chang R., and Huang Y. Computer-aided diagnosis applied to US of solid breast nodules by using neural networks. Radiology 213 2 (1999) 407-412
    • (1999) Radiology , vol.213 , Issue.2 , pp. 407-412
    • Chen, D.1    Chang, R.2    Huang, Y.3
  • 126
    • 0034074630 scopus 로고    scopus 로고
    • Breast cancer diagnosis using self-organizing map for sonography
    • Chen D.R., Chang R.F., and Huang Y.L. Breast cancer diagnosis using self-organizing map for sonography. Ultrasound in Medicine and Biology 26 3 (2000) 405-411
    • (2000) Ultrasound in Medicine and Biology , vol.26 , Issue.3 , pp. 405-411
    • Chen, D.R.1    Chang, R.F.2    Huang, Y.L.3
  • 129
    • 2042525202 scopus 로고    scopus 로고
    • Computerized detection and classification of cancer on breast ultrasound 1
    • Drukker K., Giger M.L., Vyborny C.J., and Mendelson E.B. Computerized detection and classification of cancer on breast ultrasound 1. Academic Radiology 11 5 (2004) 526-535
    • (2004) Academic Radiology , vol.11 , Issue.5 , pp. 526-535
    • Drukker, K.1    Giger, M.L.2    Vyborny, C.J.3    Mendelson, E.B.4
  • 132
    • 0035041653 scopus 로고    scopus 로고
    • Data mining with decision trees for diagnosis of breast tumor in medical ultrasonic images
    • Kuo W., Chang R., Chen D., and Lee C. Data mining with decision trees for diagnosis of breast tumor in medical ultrasonic images. Breast Cancer Research and Treatment 66 1 (2001) 51-57
    • (2001) Breast Cancer Research and Treatment , vol.66 , Issue.1 , pp. 51-57
    • Kuo, W.1    Chang, R.2    Chen, D.3    Lee, C.4
  • 133
    • 18044391075 scopus 로고    scopus 로고
    • Support vector machines in sonography application to decision making in the diagnosis of breast cancer
    • Huang Y.L., and Chen D.R. Support vector machines in sonography application to decision making in the diagnosis of breast cancer. Clinical Imaging 29 3 (2005) 179-184
    • (2005) Clinical Imaging , vol.29 , Issue.3 , pp. 179-184
    • Huang, Y.L.1    Chen, D.R.2
  • 134
    • 0036657569 scopus 로고    scopus 로고
    • Retrieval technique for the diagnosis of solid breast tumors on sonogram
    • Kuo W., Chang R., Lee C., Moon W., and Chen D. Retrieval technique for the diagnosis of solid breast tumors on sonogram. Ultrasound in Medicine and Biology 28 7 (2002) 903-909
    • (2002) Ultrasound in Medicine and Biology , vol.28 , Issue.7 , pp. 903-909
    • Kuo, W.1    Chang, R.2    Lee, C.3    Moon, W.4    Chen, D.5
  • 135
    • 33750323361 scopus 로고    scopus 로고
    • Operator dependence of physician-performed whole-breast US: lesion detection and characterization
    • Berg W., Blume J., Cormack J., and Mendelson E. Operator dependence of physician-performed whole-breast US: lesion detection and characterization. Radiology 241 2 (2006) 355-365
    • (2006) Radiology , vol.241 , Issue.2 , pp. 355-365
    • Berg, W.1    Blume, J.2    Cormack, J.3    Mendelson, E.4
  • 136
    • 33745157498 scopus 로고    scopus 로고
    • Differentiating benign from malignant solid breast masses: comparison of two-dimensional and three-dimensional US
    • Cho N., Moon W., Cha J., Kim S., Han B., Kim E., Kim M., Chung S., Choi H., and Im J. Differentiating benign from malignant solid breast masses: comparison of two-dimensional and three-dimensional US. Radiology 240 1 (2006) 26-32
    • (2006) Radiology , vol.240 , Issue.1 , pp. 26-32
    • Cho, N.1    Moon, W.2    Cha, J.3    Kim, S.4    Han, B.5    Kim, E.6    Kim, M.7    Chung, S.8    Choi, H.9    Im, J.10
  • 137
  • 138
    • 18244374788 scopus 로고    scopus 로고
    • BI-RADS for sonography: positive and negative predictive values of sonographic features
    • Hong A., Rosen E., Soo M., and Baker J. BI-RADS for sonography: positive and negative predictive values of sonographic features. American Journal of Roentgenology 184 4 (2005) 1260-1265
    • (2005) American Journal of Roentgenology , vol.184 , Issue.4 , pp. 1260-1265
    • Hong, A.1    Rosen, E.2    Soo, M.3    Baker, J.4
  • 139
    • 0027851280 scopus 로고
    • Improving the distinction between benign and malignant breast lesions: the value of sonographic texture analysis
    • Garra B., Krasner B., Horii S., Ascher S., Mun S., and Zeman R. Improving the distinction between benign and malignant breast lesions: the value of sonographic texture analysis. Ultrasonic Imaging 15 4 (1993) 267-285
    • (1993) Ultrasonic Imaging , vol.15 , Issue.4 , pp. 267-285
    • Garra, B.1    Krasner, B.2    Horii, S.3    Ascher, S.4    Mun, S.5    Zeman, R.6
  • 141
    • 27744601340 scopus 로고    scopus 로고
    • Robustness of computerized lesion detection and classification scheme across different breast US platforms
    • Drukker K., Giger M., and Metz C. Robustness of computerized lesion detection and classification scheme across different breast US platforms. Radiology 238 1 (2006) 834-840
    • (2006) Radiology , vol.238 , Issue.1 , pp. 834-840
    • Drukker, K.1    Giger, M.2    Metz, C.3
  • 144
    • 0037290209 scopus 로고    scopus 로고
    • Breast tissue characterization based on modeling of ultrasonic echoes using the power-law shot noise model
    • Kutay M., Petropulu A., and Piccoli C. Breast tissue characterization based on modeling of ultrasonic echoes using the power-law shot noise model. Pattern Recognition Letters 24 4-5 (2003) 741-756
    • (2003) Pattern Recognition Letters , vol.24 , Issue.4-5 , pp. 741-756
    • Kutay, M.1    Petropulu, A.2    Piccoli, C.3
  • 146
    • 0008699657 scopus 로고    scopus 로고
    • American College of Radiology, American College of Radiology, Reston, VA
    • American College of Radiology. ACR Standards 2000-2001 (2000), American College of Radiology, Reston, VA
    • (2000) ACR Standards 2000-2001
  • 147
    • 34548608792 scopus 로고    scopus 로고
    • Diagnostic breast ultrasound: current status and future directions
    • Yang W., and Dempsey P. Diagnostic breast ultrasound: current status and future directions. Radiologic Clinics of North America 45 (2007) 845-861
    • (2007) Radiologic Clinics of North America , vol.45 , pp. 845-861
    • Yang, W.1    Dempsey, P.2
  • 149
    • 48149112285 scopus 로고    scopus 로고
    • 11B-4 quantitative ultrasound assessment of breast cancer using a multiparameter approach
    • M. Oelze, W. O'Brien, J. Zachary, 11B-4 quantitative ultrasound assessment of breast cancer using a multiparameter approach, in: Ultrasonics Symposium, 2007, pp. 981-984.
    • (2007) Ultrasonics Symposium , pp. 981-984
    • Oelze, M.1    O'Brien, W.2    Zachary, J.3
  • 151
    • 35648981850 scopus 로고    scopus 로고
    • Development of a fully automatic scheme for detection of masses in whole breast ultrasound images
    • Ikedo Y., Fukuoka D., and Hara T. Development of a fully automatic scheme for detection of masses in whole breast ultrasound images. Medical Physics 34 (2007) 4378-4388
    • (2007) Medical Physics , vol.34 , pp. 4378-4388
    • Ikedo, Y.1    Fukuoka, D.2    Hara, T.3
  • 152
    • 34447297286 scopus 로고    scopus 로고
    • Breast ultrasound computer-aided diagnosis using BI-RADS features
    • Shen W., Chang R., Moon W., Chou Y., and Huang C. Breast ultrasound computer-aided diagnosis using BI-RADS features. Academic Radiology 14 (2007) 928-939
    • (2007) Academic Radiology , vol.14 , pp. 928-939
    • Shen, W.1    Chang, R.2    Moon, W.3    Chou, Y.4    Huang, C.5
  • 153
    • 33644897101 scopus 로고    scopus 로고
    • Breast cancer in limited-resource countries: an overview of the breast health global initiative 2005 guidelines
    • Anderson B., Shyyan R., Eniu A., Smith R., and Yip C. Breast cancer in limited-resource countries: an overview of the breast health global initiative 2005 guidelines. The Breast Journal 12 (2006) S3-15
    • (2006) The Breast Journal , vol.12
    • Anderson, B.1    Shyyan, R.2    Eniu, A.3    Smith, R.4    Yip, C.5
  • 156
    • 33751002948 scopus 로고    scopus 로고
    • A novel feature selection approach: combining feature wrappers and filters
    • Uncu O., and Turksen I.B. A novel feature selection approach: combining feature wrappers and filters. Information Sciences 177 (2007) 449-466
    • (2007) Information Sciences , vol.177 , pp. 449-466
    • Uncu, O.1    Turksen, I.B.2
  • 157
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • Kohavi R., and John G.H. Wrappers for feature subset selection. Artificial Intelligence 97 1/2 (1997) 273-324
    • (1997) Artificial Intelligence , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 158
    • 0002593344 scopus 로고
    • Multi-interval discretization of continuous-valued attributes for classification learning
    • International Joint Conference on Artificial Intelligence
    • U. Fayyad, K. Irani, Multi-interval discretization of continuous-valued attributes for classification learning, in: Proceedings 13th International Joint Conference on Artificial Intelligence, 1993, pp. 1022-1027.
    • (1993) Proceedings 13th , pp. 1022-1027
    • Fayyad, U.1    Irani, K.2
  • 159
    • 0027580356 scopus 로고
    • Very simple classification rules perform well on most commonly used datasets
    • Holte R.C. Very simple classification rules perform well on most commonly used datasets. Machine Learning 11 (1993) 63-90
    • (1993) Machine Learning , vol.11 , pp. 63-90
    • Holte, R.C.1
  • 161
    • 0000323571 scopus 로고
    • Logistic regression: an introduction
    • Thompson B. (Ed), JAI Press, Greenwich, CT
    • Rice J.C. Logistic regression: an introduction. In: Thompson B. (Ed). Advances in Social Science Methodology vol. 3 (1994), JAI Press, Greenwich, CT 191-245
    • (1994) Advances in Social Science Methodology , vol.3 , pp. 191-245
    • Rice, J.C.1


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