{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T06:33:19Z","timestamp":1785825199028,"version":"3.56.0"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2015,3,24]],"date-time":"2015-03-24T00:00:00Z","timestamp":1427155200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["BioMed Eng OnLine"],"published-print":{"date-parts":[[2015,12]]},"DOI":"10.1186\/s12938-015-0022-8","type":"journal-article","created":{"date-parts":[[2015,3,23]],"date-time":"2015-03-23T16:48:23Z","timestamp":1427129303000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":77,"title":["Robust phase-based texture descriptor for classification of breast ultrasound images"],"prefix":"10.1186","volume":"14","author":[{"given":"Lingyun","family":"Cai","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xin","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuanyuan","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Guo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinhua","family":"Yu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2015,3,24]]},"reference":[{"key":"22_CR1","volume-title":"Cancer facts & figures 2013","author":"American Cancer Society","year":"2013","unstructured":"American Cancer Society. Cancer facts & figures 2013. Atlanta: American Cancer Society; 2013."},{"issue":"9","key":"22_CR2","first-page":"233","volume":"38","author":"K Kaul","year":"2002","unstructured":"Kaul K, Daguilh FML. Early detection of breast cancer: is mammograpgy enough. Hosp Physician. 2002;38(9):233\u201344.","journal-title":"Hosp Physician"},{"issue":"12","key":"22_CR3","doi-asserted-by":"publisher","first-page":"2967","DOI":"10.1016\/S0031-3203(03)00192-4","volume":"36","author":"HD Cheng","year":"2003","unstructured":"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\u201391.","journal-title":"Pattern Recogn"},{"issue":"1","key":"22_CR4","doi-asserted-by":"publisher","first-page":"177","DOI":"10.2214\/ajr.181.1.1810177","volume":"181","author":"P Crystal","year":"2003","unstructured":"Crystal P, Strano SD, Shcharynski S, Koretz MJ. Using sonography to screen women with mammographically dense breasts. Am J Roentgenol. 2003;181(1):177\u201382.","journal-title":"Am J Roentgenol"},{"issue":"1","key":"22_CR5","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1148\/radiology.196.1.7784555","volume":"196","author":"AT Stavros","year":"1995","unstructured":"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\u201334.","journal-title":"Radiology"},{"issue":"1","key":"22_CR6","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1016\/j.patcog.2009.05.012","volume":"43","author":"HD Cheng","year":"2010","unstructured":"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\u2013317.","journal-title":"Pattern Recogn"},{"issue":"4","key":"22_CR7","doi-asserted-by":"publisher","first-page":"565","DOI":"10.1002\/uog.5205","volume":"32","author":"YL Huang","year":"2008","unstructured":"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\u201372.","journal-title":"Ultrasound Obstet Gynecol"},{"issue":"2","key":"22_CR8","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1007\/s10549-004-2043-z","volume":"89","author":"RF Chang","year":"2005","unstructured":"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\u201385.","journal-title":"Breast Cancer Res Treat"},{"issue":"4","key":"22_CR9","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1177\/016173469301500401","volume":"15","author":"BS Garra","year":"1993","unstructured":"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\u201385.","journal-title":"Ultrason Imaging"},{"issue":"4","key":"22_CR10","doi-asserted-by":"publisher","first-page":"308","DOI":"10.1016\/S0887-2171(00)90025-8","volume":"21","author":"DR Chen","year":"2000","unstructured":"Chen DR, Chang RF, Huang YL, Chou YH, Tiu CM, Tsai PP. Texture analysis of breast tumors on sonograms. Semin Ultrasound CT MRI. 2000;21(4):308\u201316.","journal-title":"Semin Ultrasound CT MRI"},{"issue":"10","key":"22_CR11","doi-asserted-by":"publisher","first-page":"1301","DOI":"10.1016\/S0301-5629(02)00620-8","volume":"28","author":"DR Chen","year":"2002","unstructured":"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\u201310.","journal-title":"Ultrasound Med Biol"},{"issue":"4","key":"22_CR12","doi-asserted-by":"publisher","first-page":"840","DOI":"10.1118\/1.2174134","volume":"33","author":"KV Mogatadakala","year":"2006","unstructured":"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\u20139.","journal-title":"Med Phys"},{"issue":"2","key":"22_CR13","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1118\/1.2401039","volume":"34","author":"AV Alvarenga","year":"2007","unstructured":"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\u201387.","journal-title":"Med Phys"},{"issue":"8","key":"22_CR14","doi-asserted-by":"publisher","first-page":"1243","DOI":"10.1016\/S0301-5629(00)00274-X","volume":"26","author":"S Huber","year":"2000","unstructured":"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\u201352.","journal-title":"Ultrasound Med Biol"},{"issue":"9","key":"22_CR15","doi-asserted-by":"publisher","first-page":"1421","DOI":"10.1016\/S0301-5629(00)00302-1","volume":"26","author":"F Lefebvre","year":"2000","unstructured":"Lefebvre F, Meunier M, Thibault F, Laugier P, Berger G. Computerized ultrasound B-scan characterization of breast nodules. Ultrasound Med Biol. 2000;26(9):1421\u20138.","journal-title":"Ultrasound Med Biol"},{"issue":"5","key":"22_CR16","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1016\/S0895-6111(02)00027-7","volume":"26","author":"R Sivaramakrishna","year":"2002","unstructured":"Sivaramakrishna R, Powell KA, Lieber ML, Chilcote WA, Shekhar R. Texture analysis of lesions in breast ultrasound images. Comput Med Imaging Graph. 2002;26(5):303\u20137.","journal-title":"Comput Med Imaging Graph"},{"issue":"7","key":"22_CR17","doi-asserted-by":"publisher","first-page":"903","DOI":"10.1016\/S0301-5629(02)00541-0","volume":"28","author":"WJ Kuo","year":"2002","unstructured":"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\u20139.","journal-title":"Ultrasound Med Biol"},{"issue":"10","key":"22_CR18","doi-asserted-by":"publisher","first-page":"1889","DOI":"10.1109\/TMI.2012.2206398","volume":"31","author":"W G\u00f3mez","year":"2012","unstructured":"G\u00f3mez 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\u201399.","journal-title":"IEEE Trans Med Imaging"},{"key":"22_CR19","doi-asserted-by":"crossref","unstructured":"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.","DOI":"10.1117\/12.911653"},{"issue":"12","key":"22_CR20","doi-asserted-by":"publisher","first-page":"2262","DOI":"10.1109\/TMI.2013.2279938","volume":"32","author":"MC Yang","year":"2013","unstructured":"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\u201373.","journal-title":"IEEE Trans Med Imaging"},{"issue":"2","key":"22_CR21","doi-asserted-by":"publisher","first-page":"588","DOI":"10.1016\/j.ultrasmedbio.2014.09.003","volume":"41","author":"Q Zhang","year":"2015","unstructured":"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\u2013600.","journal-title":"Ultrasound Med Biol"},{"issue":"5","key":"22_CR22","doi-asserted-by":"publisher","first-page":"529","DOI":"10.1109\/PROC.1981.12022","volume":"69","author":"A Oppenheim","year":"1981","unstructured":"Oppenheim A, Lim J. The importance of phase in signal. Proc IEEE. 1981;69(5):529\u201341.","journal-title":"Proc IEEE"},{"key":"22_CR23","first-page":"IV-61","volume":"4","author":"A Vo","year":"2007","unstructured":"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\u20134.","journal-title":"Image Process (ICIP) 2007, Int Conf on IEEE"},{"key":"22_CR24","doi-asserted-by":"crossref","unstructured":"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\u201363.","DOI":"10.1109\/ATC.2010.5672693"},{"issue":"7","key":"22_CR25","first-page":"2033","volume":"1","author":"S Gundimada","year":"2007","unstructured":"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\u20139.","journal-title":"Int J Comput Inf Syst Control Eng"},{"issue":"3","key":"22_CR26","doi-asserted-by":"publisher","first-page":"617","DOI":"10.1142\/S021800140900717X","volume":"23","author":"I Buciu","year":"2009","unstructured":"Buciu I, Nafornita I. Feature extraction through cross-phase congruency for facial expression analysis. Int J Pattern Recognit. 2009;23(3):617\u201335.","journal-title":"Int J Pattern Recognit"},{"key":"22_CR27","doi-asserted-by":"crossref","unstructured":"Shojaeilangari S, Yau WY, Li J, Teoh EK: Feature extraction through binary pattern of phase congruency for facial expression recognition. Control Automation Robotics & Vision (ICARCV), 2012 12th International Conference on. IEEE 2012: 166\u201370.","DOI":"10.1109\/ICARCV.2012.6485152"},{"issue":"5","key":"22_CR28","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1016\/0167-8655(87)90013-4","volume":"6","author":"MC Morrone","year":"1982","unstructured":"Morrone MC, Owens RA. Feature detection from local energy. Pattern Recognit Lett. 1982;6(5):303\u201312.","journal-title":"Pattern Recognit Lett"},{"issue":"2","key":"22_CR29","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1007\/s004260000024","volume":"64","author":"P Kovesi","year":"2000","unstructured":"Kovesi P. Phase congruency: a low-level image invariant. Psychol Res. 2000;64(2):136\u201348.","journal-title":"Psychol Res"},{"key":"22_CR30","first-page":"309","volume":"2003","author":"P Kovesi","year":"2003","unstructured":"Kovesi P. Phase congruency detects corners and edges. DICTA. 2003;2003:309\u201318.","journal-title":"DICTA"},{"issue":"7","key":"22_CR31","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1109\/TPAMI.2002.1017623","volume":"24","author":"T Ojala","year":"2002","unstructured":"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\u201387.","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"3","key":"22_CR32","doi-asserted-by":"publisher","first-page":"706","DOI":"10.1016\/j.patcog.2009.08.017","volume":"43","author":"Z Guo","year":"2010","unstructured":"Guo Z, Zhang L, Zhang D. Rotation invariant texture classification using LBP variance (LBPV) with global matching. Pattern Recognit. 2010;43(3):706\u201319.","journal-title":"Pattern Recognit"},{"issue":"8","key":"22_CR33","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1016\/j.compmedimag.2012.07.004","volume":"36","author":"WJ Wu","year":"2012","unstructured":"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\u201333.","journal-title":"Comput Med Imaging Graph"},{"issue":"6","key":"22_CR34","doi-asserted-by":"publisher","first-page":"765","DOI":"10.1109\/TSMCC.2011.2118750","volume":"41","author":"D Huang","year":"2011","unstructured":"Huang D, Shan C, Ardabilian M, Wang Y, Chen L. Local binary patterns and its application to facial image analysis: a survey. IEEE Trans Syst Man Cybern C Applicat Rev. 2011;41(6):765\u201381.","journal-title":"IEEE Trans Syst Man Cybern C Applicat Rev"},{"issue":"8","key":"22_CR35","doi-asserted-by":"publisher","first-page":"837","DOI":"10.1109\/34.531803","volume":"18","author":"BS Manjunath","year":"1996","unstructured":"Manjunath BS, Ma WY. Texture features for browsing and retrieval of image data. IEEE Trans Pattern Anal Mach Intell. 1996;18(8):837\u201342.","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"4","key":"22_CR36","doi-asserted-by":"publisher","first-page":"2198","DOI":"10.1118\/1.3566064","volume":"38","author":"YY Liao","year":"2011","unstructured":"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\u2013207.","journal-title":"Med Phys"},{"issue":"2","key":"22_CR37","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1148\/radiol.2262011843","volume":"226","author":"CM Chen","year":"2003","unstructured":"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\u201314.","journal-title":"Radiology"},{"issue":"2","key":"22_CR38","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1148\/radiology.213.2.r99nv13407","volume":"213","author":"DR Chen","year":"1999","unstructured":"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\u201312.","journal-title":"Radiology"},{"key":"22_CR39","unstructured":"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."},{"issue":"3","key":"22_CR40","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1145\/1961189.1961199","volume":"2","author":"CC Chang","year":"2011","unstructured":"Chang CC, Lin CJ. LIBSVM: a library for support vector machines. ACM Trans Intell Syst Technol. 2011;2(3):27.","journal-title":"ACM Trans Intell Syst Technol"},{"issue":"1","key":"22_CR41","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1148\/radiology.143.1.7063747","volume":"143","author":"JA Hanley","year":"1982","unstructured":"Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982;143(1):29\u201336.","journal-title":"Radiology"},{"issue":"2","key":"22_CR42","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1016\/0005-2795(75)90109-9","volume":"405","author":"BW Matthews","year":"1975","unstructured":"Matthews BW. Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochim Biophys Acta. 1975;405(2):442\u201351.","journal-title":"Biochim Biophys Acta"},{"issue":"5","key":"22_CR43","doi-asserted-by":"publisher","first-page":"412","DOI":"10.1093\/bioinformatics\/16.5.412","volume":"16","author":"P Baldi","year":"2000","unstructured":"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\u201324.","journal-title":"Bioinformatics"},{"issue":"4","key":"22_CR44","doi-asserted-by":"publisher","first-page":"1559","DOI":"10.1118\/1.2868757","volume":"35","author":"B Sahiner","year":"2008","unstructured":"Sahiner B, Chan HP, Hadjiiski L. Classifier performance prediction for computer-aided diagnosis using a limited dataset. Med Phys. 2008;35(4):1559\u201370.","journal-title":"Med Phys"},{"key":"22_CR45","volume-title":"Digital image processing","author":"RC Gonzalez","year":"2009","unstructured":"Gonzalez RC, Woods RE. Digital image processing. 3rd ed. London: Pearson; 2009.","edition":"3"},{"issue":"14","key":"22_CR46","doi-asserted-by":"publisher","first-page":"1980","DOI":"10.1016\/j.patrec.2008.06.017","volume":"29","author":"M Masotti","year":"2008","unstructured":"Masotti M, Campanini R. Texture classification using invariant ranklet features. Pattern Recognit Lett. 2008;29(14):1980\u20136.","journal-title":"Pattern Recognit Lett"},{"issue":"1","key":"22_CR47","doi-asserted-by":"publisher","first-page":"561","DOI":"10.1146\/annurev.ps.46.020195.003021","volume":"46","author":"JP Shaffer","year":"1995","unstructured":"Shaffer JP. Multiple hypothesis testing. Annu Rev Psychol. 1995;46(1):561\u201384.","journal-title":"Annu Rev Psychol"}],"container-title":["BioMedical Engineering OnLine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s12938-015-0022-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s12938-015-0022-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s12938-015-0022-8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s12938-015-0022-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,21]],"date-time":"2025-05-21T12:13:08Z","timestamp":1747829588000},"score":1,"resource":{"primary":{"URL":"https:\/\/biomedical-engineering-online.biomedcentral.com\/articles\/10.1186\/s12938-015-0022-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,3,24]]},"references-count":47,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2015,12]]}},"alternative-id":["22"],"URL":"https:\/\/doi.org\/10.1186\/s12938-015-0022-8","relation":{},"ISSN":["1475-925X"],"issn-type":[{"value":"1475-925X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,3,24]]},"assertion":[{"value":"17 December 2014","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 March 2015","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 March 2015","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"26"}}