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Volumn 14, Issue 1, 2015, Pages 1-

Robust phase-based texture descriptor for classification of breast ultrasound images

Author keywords

Breast ultrasound; Local binary pattern; Phase congruency; Texture feature; Tumor classification

Indexed keywords

BUSES; CLASSIFICATION (OF INFORMATION); COMPUTER AIDED DIAGNOSIS; DIAGNOSIS; IMAGE RETRIEVAL; IMAGE TEXTURE; MEDICAL IMAGING; SUPPORT VECTOR MACHINES; TEXTURES; TUMORS; ULTRASONICS;

EID: 84925724218     PISSN: None     EISSN: 1475925X     Source Type: Journal    
DOI: 10.1186/s12938-015-0022-8     Document Type: Article
Times cited : (72)

References (47)
  • 1
    • 84906973263 scopus 로고    scopus 로고
    • Atlanta: American Cancer Society
    • American Cancer Society. Cancer facts & figures 2013. Atlanta: American Cancer Society; 2013.
    • (2013) Cancer facts & figures
  • 2
    • 79960132187 scopus 로고    scopus 로고
    • Early detection of breast cancer: is mammograpgy enough
    • Kaul K, Daguilh FML. Early detection of breast cancer: is mammograpgy enough. Hosp Physician. 2002;38(9):233-44.
    • (2002) Hosp Physician , vol.38 , Issue.9 , pp. 233-244
    • Kaul, K.1    Daguilh, F.M.L.2
  • 3
    • 0142120449 scopus 로고    scopus 로고
    • Computer-aided detection and classification of microcalcifications in mammograms: a survey
    • Cheng HD, Cai X, Chen X, Hu L, Lou X. Computer-aided detection and classification of microcalcifications in mammograms: a survey. Pattern Recogn. 2003;36(12):2967-91.
    • (2003) Pattern Recogn , vol.36 , Issue.12 , pp. 2967-2991
    • Cheng, H.D.1    Cai, X.2    Chen, X.3    Hu, L.4    Lou, X.5
  • 4
    • 0038310978 scopus 로고    scopus 로고
    • Using sonography to screen women with mammographically dense breasts
    • Crystal P, Strano SD, Shcharynski S, Koretz MJ. Using sonography to screen women with mammographically dense breasts. Am J Roentgenol. 2003;181(1):177-82.
    • (2003) Am J Roentgenol , vol.181 , Issue.1 , pp. 177-182
    • Crystal, P.1    Strano, S.D.2    Shcharynski, S.3    Koretz, M.J.4
  • 5
    • 0029043295 scopus 로고
    • Solid breast nodules: use of sonography to distinguish between benign and malignant lesions
    • Stavros AT, Thickman D, Rapp CL, Dennis MA, Parker SH, Sisney GA. Solid breast nodules: use of sonography to distinguish between benign and malignant lesions. Radiology. 1995;196(1):123-34.
    • (1995) Radiology , vol.196 , Issue.1 , pp. 123-134
    • Stavros, A.T.1    Thickman, D.2    Rapp, C.L.3    Dennis, M.A.4    Parker, S.H.5    Sisney, G.A.6
  • 6
    • 68949164775 scopus 로고    scopus 로고
    • Automated breast cancer detection and classification using ultrasound images: a survey
    • Cheng HD, Shan J, Ju W, Guo Y, Zhang L. Automated breast cancer detection and classification using ultrasound images: a survey. Pattern Recogn. 2010;43(1):299-317.
    • (2010) Pattern Recogn , vol.43 , Issue.1 , pp. 299-317
    • Cheng, H.D.1    Shan, J.2    Ju, W.3    Guo, Y.4    Zhang, L.5
  • 7
    • 53149141006 scopus 로고    scopus 로고
    • Computer-aided diagnosis using morphological features for classifying breast lesions on ultrasound
    • Huang YL, Chen DR, Jiang YR, Kuo SJ, Wu HK, Moon WK. Computer-aided diagnosis using morphological features for classifying breast lesions on ultrasound. Ultrasound Obstet Gynecol. 2008;32(4):565-72.
    • (2008) Ultrasound Obstet Gynecol , vol.32 , Issue.4 , pp. 565-572
    • Huang, Y.L.1    Chen, D.R.2    Jiang, Y.R.3    Kuo, S.J.4    Wu, H.K.5    Moon, W.K.6
  • 8
    • 13844267711 scopus 로고    scopus 로고
    • Automatic ultrasound segmentation and morphology based diagnosis of solid breast tumors
    • Chang RF, Wu WJ, Moon WK, Chen DR. Automatic ultrasound segmentation and morphology based diagnosis of solid breast tumors. Breast Cancer Res Treat. 2005;89(2):179-85.
    • (2005) Breast Cancer Res Treat , vol.89 , Issue.2 , pp. 179-185
    • Chang, R.F.1    Wu, W.J.2    Moon, W.K.3    Chen, D.R.4
  • 9
    • 0027851280 scopus 로고
    • Improving the distinction between benign and malignant breast lesions: the value of sonographic texture analysis
    • Garra BS, Krasner BH, Horii SC, Ascher S, Mun SK, Zeman RK. Improving the distinction between benign and malignant breast lesions: the value of sonographic texture analysis. Ultrason Imaging. 1993;15(4):267-85.
    • (1993) Ultrason Imaging , vol.15 , Issue.4 , pp. 267-285
    • Garra, B.S.1    Krasner, B.H.2    Horii, S.C.3    Ascher, S.4    Mun, S.K.5    Zeman, R.K.6
  • 11
    • 0036814403 scopus 로고    scopus 로고
    • Diagnosis of breast tumors with sonographic texture analysis using wavelet transform and neural networks
    • Chen DR, Chang RF, Kuo WJ, Chen MC, Huang YL. Diagnosis of breast tumors with sonographic texture analysis using wavelet transform and neural networks. Ultrasound Med Biol. 2002;28(10):1301-10.
    • (2002) Ultrasound Med Biol , 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
  • 12
    • 33645506500 scopus 로고    scopus 로고
    • Detection of breast lesion regions in ultrasound images using wavelets and order statistics
    • Mogatadakala KV, Donohue KD, Piccoli CW, Forsberg F. Detection of breast lesion regions in ultrasound images using wavelets and order statistics. Med Phys. 2006;33(4):840-9.
    • (2006) Med Phys , vol.33 , Issue.4 , pp. 840-849
    • Mogatadakala, K.V.1    Donohue, K.D.2    Piccoli, C.W.3    Forsberg, F.4
  • 13
    • 33846561079 scopus 로고    scopus 로고
    • Complexity curve and grey level co-occurrence matrix in the texture evaluation of breast tumor on ultrasound images
    • Alvarenga AV, Pereira WCA, Infantosi AFC, Azevedo CM. Complexity curve and grey level co-occurrence matrix in the texture evaluation of breast tumor on ultrasound images. Med Phys. 2007;34(2):379-87.
    • (2007) Med Phys , vol.34 , Issue.2 , pp. 379-387
    • Alvarenga, A.V.1    Pereira, W.C.A.2    Infantosi, A.F.C.3    Azevedo, C.M.4
  • 14
    • 0034296020 scopus 로고    scopus 로고
    • Relevance of sonographic B-mode criteria and computer-aided ultrasonic tissue characterization in differential/diagnosis of solid breast masses
    • Huber S, Danes J, Zuna I, Teubner J, Medl M, Delorme S. Relevance of sonographic B-mode criteria and computer-aided ultrasonic tissue characterization in differential/diagnosis of solid breast masses. Ultrasound Med Biol. 2000;26(8):1243-52.
    • (2000) Ultrasound Med Biol , vol.26 , Issue.8 , pp. 1243-1252
    • Huber, S.1    Danes, J.2    Zuna, I.3    Teubner, J.4    Medl, M.5    Delorme, S.6
  • 17
    • 0036657569 scopus 로고    scopus 로고
    • Retrieval technique for the diagnosis of solid breast tumors on sonogram
    • Kuo WJ, Chang RF, Lee CC, Moon WK, Chen DR. Retrieval technique for the diagnosis of solid breast tumors on sonogram. Ultrasound Med Biol. 2002;28(7):903-9.
    • (2002) Ultrasound Med Biol , vol.28 , Issue.7 , pp. 903-909
    • Kuo, W.J.1    Chang, R.F.2    Lee, C.C.3    Moon, W.K.4    Chen, D.R.5
  • 18
    • 84867081344 scopus 로고    scopus 로고
    • Analysis of co-occurrence texture statistics as a function of gray-level quantization for classifying breast ultrasound
    • Gómez W, Pereira W, Infantosi A. Analysis of co-occurrence texture statistics as a function of gray-level quantization for classifying breast ultrasound. IEEE Trans Med Imaging. 2012;31(10):1889-99.
    • (2012) IEEE Trans Med Imaging , vol.31 , Issue.10 , pp. 1889-1899
    • Gómez, W.1    Pereira, W.2    Infantosi, A.3
  • 19
    • 84860720159 scopus 로고    scopus 로고
    • Local binary pattern texture-based classification of solid masses in ultrasound breast images
    • International Society for Optics and Photonics, 83201H-83201H8
    • Matsumoto MMS, Sehgal CM, Udupa JK. Local binary pattern texture-based classification of solid masses in ultrasound breast images. SPIE Medical Imaging. International Society for Optics and Photonics 2012: 83201H-83201H-8.
    • (2012) SPIE Medical Imaging
    • Matsumoto, M.M.S.1    Sehgal, C.M.2    Udupa, J.K.3
  • 20
    • 84890370371 scopus 로고    scopus 로고
    • Robust texture analysis using multi-resolution gray-scale invariant features for breast sonographic tumor diagnosis
    • Yang MC, Moon WK, Wang YF, Bae MS, Huang CS, Chen JH, et al. Robust texture analysis using multi-resolution gray-scale invariant features for breast sonographic tumor diagnosis. IEEE Trans Med Imaging. 2013;32(12):2262-73.
    • (2013) IEEE Trans Med Imaging , vol.32 , Issue.12 , pp. 2262-2273
    • Yang, M.C.1    Moon, W.K.2    Wang, Y.F.3    Bae, M.S.4    Huang, C.S.5    Chen, J.H.6
  • 21
    • 84922660513 scopus 로고    scopus 로고
    • Quantification of elastic heterogeneity using contourlet-based texture analysis in shear-wave elastography for breast tumor classification
    • Zhang Q, Xiao Y, Chen S, Wang C, Zheng H. Quantification of elastic heterogeneity using contourlet-based texture analysis in shear-wave elastography for breast tumor classification. Ultrasound Med Biol. 2015;41(2):588-600.
    • (2015) Ultrasound Med Biol , vol.41 , Issue.2 , pp. 588-600
    • Zhang, Q.1    Xiao, Y.2    Chen, S.3    Wang, C.4    Zheng, H.5
  • 22
    • 0019569248 scopus 로고
    • The importance of phase in signal
    • Oppenheim A, Lim J. The importance of phase in signal. Proc IEEE. 1981;69(5):529-41.
    • (1981) Proc IEEE , vol.69 , Issue.5 , pp. 529-541
    • Oppenheim, A.1    Lim, J.2
  • 23
    • 48149103749 scopus 로고    scopus 로고
    • Using phase and magnitude information of the complex directional filter bank for texture image retrieval
    • Vo A, Oraintara S, Nguyen TT. Using phase and magnitude information of the complex directional filter bank for texture image retrieval. Image Process (ICIP) 2007, Int Conf on IEEE. 2007;4:IV-61-4.
    • (2007) Image Process (ICIP) 2007, Int Conf on IEEE , vol.4 , pp. 61-64
    • Vo, A.1    Oraintara, S.2    Nguyen, T.T.3
  • 24
    • 78751494335 scopus 로고    scopus 로고
    • Texture image retrieval using phase-based features in the complex wavelet domain
    • 2010 International Conference on. IEEE
    • Nguyen-Duc H, Bui-Thu C, Do-Hong T, Le-Tien T: Texture image retrieval using phase-based features in the complex wavelet domain. Advanced Technologies for Communications (ATC), 2010 International Conference on. IEEE 2010: 158-63.
    • (2010) Advanced Technologies for Communications (ATC) , pp. 158-163
    • Nguyen-Duc, H.1    Bui-Thu, C.2    Do-Hong, T.3    Le-Tien, T.4
  • 25
    • 59149106491 scopus 로고    scopus 로고
    • A novel neighborhood defined feature selection on phase congruency images for recognition of faces with extreme variations
    • Gundimada S, Asari VK. A novel neighborhood defined feature selection on phase congruency images for recognition of faces with extreme variations. Int J Comput Inf Syst Control Eng. 2007;1(7):2033-9.
    • (2007) Int J Comput Inf Syst Control Eng , vol.1 , Issue.7 , pp. 2033-2039
    • Gundimada, S.1    Asari, V.K.2
  • 26
    • 67650703186 scopus 로고    scopus 로고
    • Feature extraction through cross-phase congruency for facial expression analysis
    • Buciu I, Nafornita I. Feature extraction through cross-phase congruency for facial expression analysis. Int J Pattern Recognit. 2009;23(3):617-35.
    • (2009) Int J Pattern Recognit , vol.23 , Issue.3 , pp. 617-635
    • Buciu, I.1    Nafornita, I.2
  • 27
    • 84876050583 scopus 로고    scopus 로고
    • Feature extraction through binary pattern of phase congruency for facial expression recognition
    • th International Conference on. IEEE
    • th International Conference on. IEEE 2012: 166-70.
    • (2012) , pp. 166-170
    • Shojaeilangari, S.1    Yau, W.Y.2    Li, J.3    Teoh, E.K.4
  • 28
    • 45949114184 scopus 로고
    • Feature detection from local energy
    • Morrone MC, Owens RA. Feature detection from local energy. Pattern Recognit Lett. 1982;6(5):303-12.
    • (1982) Pattern Recognit Lett , vol.6 , Issue.5 , pp. 303-312
    • Morrone, M.C.1    Owens, R.A.2
  • 29
    • 0034567795 scopus 로고    scopus 로고
    • Phase congruency: a low-level image invariant
    • Kovesi P. Phase congruency: a low-level image invariant. Psychol Res. 2000;64(2):136-48.
    • (2000) Psychol Res , vol.64 , Issue.2 , pp. 136-148
    • Kovesi, P.1
  • 30
    • 33845352326 scopus 로고    scopus 로고
    • Phase congruency detects corners and edges
    • Kovesi P. Phase congruency detects corners and edges. DICTA. 2003;2003:309-18.
    • (2003) DICTA , vol.2003 , pp. 309-318
    • Kovesi, P.1
  • 31
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    • Ojala T, Pietikainen M, Maenpaa T. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans Pattern Anal Mach Intell. 2002;24(7):971-87.
    • (2002) IEEE Trans Pattern Anal Mach Intell , vol.24 , Issue.7 , pp. 971-987
    • Ojala, T.1    Pietikainen, M.2    Maenpaa, T.3
  • 32
    • 70449703293 scopus 로고    scopus 로고
    • Rotation invariant texture classification using LBP variance (LBPV) with global matching
    • Guo Z, Zhang L, Zhang D. Rotation invariant texture classification using LBP variance (LBPV) with global matching. Pattern Recognit. 2010;43(3):706-19.
    • (2010) Pattern Recognit , vol.43 , Issue.3 , pp. 706-719
    • Guo, Z.1    Zhang, L.2    Zhang, D.3
  • 33
    • 84869084676 scopus 로고    scopus 로고
    • Combining support vector machine and genetic algorithm to classify ultrasound breast tumor images
    • Wu WJ, Lin SW, Moon WK. Combining support vector machine and genetic algorithm to classify ultrasound breast tumor images. Comput Med Imaging Graph. 2012;36(8):627-33.
    • (2012) Comput Med Imaging Graph , vol.36 , Issue.8 , pp. 627-633
    • Wu, W.J.1    Lin, S.W.2    Moon, W.K.3
  • 35
    • 0030213052 scopus 로고    scopus 로고
    • Texture features for browsing and retrieval of image data
    • Manjunath BS, Ma WY. Texture features for browsing and retrieval of image data. IEEE Trans Pattern Anal Mach Intell. 1996;18(8):837-42.
    • (1996) IEEE Trans Pattern Anal Mach Intell , vol.18 , Issue.8 , pp. 837-842
    • Manjunath, B.S.1    Ma, W.Y.2
  • 36
    • 79953669204 scopus 로고    scopus 로고
    • Classification of scattering media within benign and malignant breast tumors based on ultrasound texture-feature-based and Nakagami-parameter images
    • Liao YY, Tsui PH, Li CH, Chang KJ, Kuo WH, Chang CC, et al. Classification of scattering media within benign and malignant breast tumors based on ultrasound texture-feature-based and Nakagami-parameter images. Med Phys. 2011;38(4):2198-207.
    • (2011) Med Phys , vol.38 , Issue.4 , pp. 2198-2207
    • Liao, Y.Y.1    Tsui, P.H.2    Li, C.H.3    Chang, K.J.4    Kuo, W.H.5    Chang, C.C.6
  • 37
    • 0037294995 scopus 로고    scopus 로고
    • Breast lesions on sonograms: computer-aided diagnosis with nearly setting- independent features and artificial neural networks
    • Chen CM, Chou YH, Han KC, Hung GS, Tiu CM, Chiou HJ, et al. Breast lesions on sonograms: computer-aided diagnosis with nearly setting- independent features and artificial neural networks. Radiology. 2003;226(2):504-14.
    • (2003) Radiology , vol.226 , Issue.2 , 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
  • 38
    • 0032737421 scopus 로고    scopus 로고
    • Computer-aided diagnosis applied to US of solid breast nodules by using neural networks
    • Chen DR, Chang RF, Huang YL. Computer-aided diagnosis applied to US of solid breast nodules by using neural networks. Radiology. 1999;213(2):407-12.
    • (1999) Radiology , vol.213 , Issue.2 , pp. 407-412
    • Chen, D.R.1    Chang, R.F.2    Huang, Y.L.3
  • 39
    • 4944228528 scopus 로고    scopus 로고
    • A practical guide to support vector classification
    • Technical Report, Department of Computer Science, National Taiwan University. URL
    • Hsu CW, Chang CC, Lin CJ. A practical guide to support vector classification. Technical Report, Department of Computer Science, National Taiwan University, 2003. URL http://www.csie.ntu.edu.tw/~cjlin/papers/guide/guide.pdf.
    • (2003)
    • Hsu, C.W.1    Chang, C.C.2    Lin, C.J.3
  • 40
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: a library for support vector machines
    • Chang CC, Lin CJ. LIBSVM: a library for support vector machines. ACM Trans Intell Syst Technol. 2011;2(3):27.
    • (2011) ACM Trans Intell Syst Technol , vol.2 , Issue.3 , pp. 27
    • Chang, C.C.1    Lin, C.J.2
  • 41
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143(1):29-36.
    • (1982) Radiology , vol.143 , Issue.1 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 42
    • 0016772212 scopus 로고
    • Comparison of the predicted and observed secondary structure of T4 phage lysozyme
    • Matthews BW. Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochim Biophys Acta. 1975;405(2):442-51.
    • (1975) Biochim Biophys Acta , vol.405 , Issue.2 , pp. 442-451
    • Matthews, B.W.1
  • 43
    • 0033931867 scopus 로고    scopus 로고
    • Assessing the accuracy of prediction algorithms for classification: An overview
    • Baldi P, Brunak S, Cgayvin Y, Andersen CAF, Nielsen H. Assessing the accuracy of prediction algorithms for classification: An overview. Bioinformatics. 2000;16(5):412-24.
    • (2000) Bioinformatics , vol.16 , Issue.5 , pp. 412-424
    • Baldi, P.1    Brunak, S.2    Cgayvin, Y.3    Andersen, C.A.F.4    Nielsen, H.5
  • 44
    • 41449091519 scopus 로고    scopus 로고
    • Classifier performance prediction for computer-aided diagnosis using a limited dataset
    • Sahiner B, Chan HP, Hadjiiski L. Classifier performance prediction for computer-aided diagnosis using a limited dataset. Med Phys. 2008;35(4):1559-70.
    • (2008) Med Phys , vol.35 , Issue.4 , pp. 1559-1570
    • Sahiner, B.1    Chan, H.P.2    Hadjiiski, L.3
  • 46
    • 50149096421 scopus 로고    scopus 로고
    • Texture classification using invariant ranklet features
    • Masotti M, Campanini R. Texture classification using invariant ranklet features. Pattern Recognit Lett. 2008;29(14):1980-6.
    • (2008) Pattern Recognit Lett , vol.29 , Issue.14 , pp. 1980-1986
    • Masotti, M.1    Campanini, R.2
  • 47
    • 11944262819 scopus 로고
    • Multiple hypothesis testing
    • Shaffer JP. Multiple hypothesis testing. Annu Rev Psychol. 1995;46(1):561-84.
    • (1995) Annu Rev Psychol , vol.46 , Issue.1 , pp. 561-584
    • Shaffer, J.P.1


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