{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,9]],"date-time":"2025-12-09T04:15:34Z","timestamp":1765253734003},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2015,2,27]],"date-time":"2015-02-27T00:00:00Z","timestamp":1424995200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Digit Imaging"],"published-print":{"date-parts":[[2015,10]]},"DOI":"10.1007\/s10278-015-9777-5","type":"journal-article","created":{"date-parts":[[2015,2,26]],"date-time":"2015-02-26T20:28:29Z","timestamp":1424982509000},"page":"604-612","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":46,"title":["Breast Density Analysis Using an Automatic Density Segmentation Algorithm"],"prefix":"10.1007","volume":"28","author":[{"given":"Arnau","family":"Oliver","sequence":"first","affiliation":[]},{"given":"Meritxell","family":"Tortajada","sequence":"additional","affiliation":[]},{"given":"Xavier","family":"Llad\u00f3","sequence":"additional","affiliation":[]},{"given":"Jordi","family":"Freixenet","sequence":"additional","affiliation":[]},{"given":"Sergi","family":"Ganau","sequence":"additional","affiliation":[]},{"given":"Lidia","family":"Tortajada","sequence":"additional","affiliation":[]},{"given":"Mariona","family":"Vilagran","sequence":"additional","affiliation":[]},{"given":"Melcior","family":"Sent\u00eds","sequence":"additional","affiliation":[]},{"given":"Robert","family":"Mart\u00ed","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,2,27]]},"reference":[{"key":"9777_CR1","doi-asserted-by":"crossref","first-page":"R103","DOI":"10.1186\/bcr3044","volume":"13","author":"M Lokate","year":"2011","unstructured":"Lokate M, Peeters PHM, Peelen LM, Haars G, Veldhuis WB, Gils CH: Mammographic breast density as a general marker of breast cancer risk. Breast Cancer Res 13:R103, 2011","journal-title":"Breast Cancer Res"},{"key":"9777_CR2","doi-asserted-by":"crossref","first-page":"2486","DOI":"10.1002\/1097-0142(197605)37:5<2486::AID-CNCR2820370542>3.0.CO;2-8","volume":"37","author":"JN Wolfe","year":"1976","unstructured":"Wolfe JN: Risk for breast cancer development determined by mammographic parenchymal pattern. Cancer 37:2486\u20132492, 1976","journal-title":"Cancer"},{"key":"9777_CR3","doi-asserted-by":"crossref","first-page":"1224","DOI":"10.1093\/jnci\/djq239","volume":"102","author":"NF Boyd","year":"2010","unstructured":"Boyd NF, Martin LJ, Bronskill M, Yaffe MJ, Duric N, Minkin S: Breast tissue composition and susceptibility to breast cancer. J Natl Cancer Inst 102:1224\u20131237, 2010","journal-title":"J Natl Cancer Inst"},{"key":"9777_CR4","doi-asserted-by":"crossref","first-page":"1159","DOI":"10.1158\/1055-9965.EPI-06-0034","volume":"15","author":"VA McCormack","year":"2006","unstructured":"McCormack VA, Santos SI: Breast density and parenchymal patterns as markers of breast cancer risk: a meta-analysis. Cancer Epidemiol Biomark Prev 15:1159\u20131169, 2006","journal-title":"Cancer Epidemiol Biomark Prev"},{"key":"9777_CR5","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1016\/j.media.2009.12.005","volume":"14","author":"A Oliver","year":"2010","unstructured":"Oliver A, Freixenet J, Mart\u00ed J, P\u00e9rez E, Pont J, Denton ERE, Zwiggelaar R: A review of automatic mass detection and segmentation in mammographic images. Med Image Anal 14:87\u2013110, 2010","journal-title":"Med Image Anal"},{"key":"9777_CR6","doi-asserted-by":"crossref","first-page":"877","DOI":"10.1016\/j.acra.2010.04.013","volume":"17","author":"A Oliver","year":"2010","unstructured":"Oliver A, Llad\u00f3 X, Freixenet J, Mart\u00ed R, P\u00e9rez E, Pont J, Denton ERE, Zwiggelaar R: Influence of using manual or automatic breast density information in a mass detection CAD system. Acad Radiol 17:877\u2013883, 2010","journal-title":"Acad Radiol"},{"key":"9777_CR7","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1053\/crad.2002.1131","volume":"58","author":"WT Ho","year":"2003","unstructured":"Ho WT, Lam PWT: Clinical performance of computer-assisted detection (CAD) system in detecting carcinoma in breasts of different densities. Clin Radiol 58:133\u2013136, 2003","journal-title":"Clin Radiol"},{"key":"9777_CR8","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1007\/s10278-006-0592-x","volume":"19","author":"S Obenauer","year":"2006","unstructured":"Obenauer S, Sohns C, Werner C, Grabbe E: Impact of breast density on computer-aided detection in full-field digital mammography. J Digit Imaging 19:258\u2013263, 2006","journal-title":"J Digit Imaging"},{"key":"9777_CR9","doi-asserted-by":"crossref","first-page":"439","DOI":"10.2214\/ajr.184.2.01840439","volume":"184","author":"RF Brem","year":"2005","unstructured":"Brem RF, Hoffmeister JW, Rapelyea JA, Zisman G, Mohtashemi K, Jindal G, Disimio MP, Rogers SK: Impact of breast density on computer-aided detection for breast cancer. Am J Roentgenol 184:439\u2013444, 2005","journal-title":"Am J Roentgenol"},{"key":"9777_CR10","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1007\/11783237_55","volume":"4046","author":"I Muhimmah","year":"2006","unstructured":"Muhimmah I, Oliver A, Denton ERE, Pont J, P\u00e9rez E, Zwiggelaar R: Comparison between Wolfe, Boyd, BI-RADS and Tab\u00e1r based mammographic risk assessment. Lect Notes Comput Sci 4046:407\u2013415, 2006","journal-title":"Lect Notes Comput Sci"},{"key":"9777_CR11","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1088\/0031-9155\/43\/2\/011","volume":"43","author":"N Karssemeijer","year":"1998","unstructured":"Karssemeijer N: Automated classification of parenchymal patterns in mammograms. Phys Med Biol 43:365\u2013378, 1998","journal-title":"Phys Med Biol"},{"key":"9777_CR12","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1109\/TITB.2007.903514","volume":"12","author":"A Oliver","year":"2008","unstructured":"Oliver A, Freixenet J, Mart\u00ed R, Pont J, P\u00e9rez E, Denton ERE, Zwiggelaar R: A novel breast tissue density classification methodology. IEEE Trans Inf Technol Biomed 12:55\u201365, 2008","journal-title":"IEEE Trans Inf Technol Biomed"},{"key":"9777_CR13","doi-asserted-by":"crossref","first-page":"1629","DOI":"10.1088\/0031-9155\/39\/10\/008","volume":"39","author":"JW Byng","year":"1994","unstructured":"Byng JW, Boyd NF, Fishell E, Jong RA, Yaffe MJ: The quantitative analysis of mammographic densities. Phys Med Biol 39:1629\u20131638, 1994","journal-title":"Phys Med Biol"},{"key":"9777_CR14","doi-asserted-by":"crossref","first-page":"909","DOI":"10.1088\/0031-9155\/41\/5\/007","volume":"41","author":"JW Byng","year":"1996","unstructured":"Byng JW, Boyd NF, Fishell E, Jong RA, Yaffe MJ: Automated analysis of mammographic densities. Phys Med Biol 41:909\u2013923, 1996","journal-title":"Phys Med Biol"},{"key":"9777_CR15","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1007\/978-3-642-13666-5_46","volume":"6136","author":"R Highnam","year":"2010","unstructured":"Highnam R, Brady M, Yaffe MJ, Karssemeijer N, Harvey J: Robust breast composition measurement\u2014VolparaTM. Lect Notes Comput Sci 6136:342\u2013349, 2010","journal-title":"Lect Notes Comput Sci"},{"key":"9777_CR16","doi-asserted-by":"crossref","first-page":"690","DOI":"10.1016\/j.crad.2013.01.011","volume":"68","author":"JM Seo","year":"2013","unstructured":"Seo JM, Ko ES, Han BK, Ko EY, Shin JH, Hahn SY: Automated volumetric breast density estimation: a comparison with visual assessment. Clin Radiol 68:690\u2013695, 2013","journal-title":"Clin Radiol"},{"key":"9777_CR17","doi-asserted-by":"crossref","first-page":"527","DOI":"10.1007\/s10278-009-9217-5","volume":"23","author":"A Oliver","year":"2010","unstructured":"Oliver A, Llad\u00f3 X, P\u00e9rez E, Pont J, Denton ERE, Freixenet J, Mart\u00ed J: A statistical approach for breast density segmentation. J Digit Imaging 23:527\u2013537, 2010","journal-title":"J Digit Imaging"},{"key":"9777_CR18","doi-asserted-by":"crossref","first-page":"2715","DOI":"10.1088\/0031-9155\/56\/9\/005","volume":"56","author":"MGJ Kallenberg","year":"2011","unstructured":"Kallenberg MGJ, Lokate M, Van Gils CH, Karssemeijer N: Automatic breast density segmentation: an integration of different approaches. Phys Med Biol 56:2715\u20132729, 2011","journal-title":"Phys Med Biol"},{"key":"9777_CR19","doi-asserted-by":"crossref","first-page":"1882","DOI":"10.1021\/ci0341161","volume":"43","author":"E Byvatov","year":"2003","unstructured":"Byvatov E, Fechner U, Sadowski J, Schneider G: Comparison of support vector machine and artificial neural network systems for drug\/nondrug classification. J Chem Inf Comput Sci 43:1882\u20131889, 2003","journal-title":"J Chem Inf Comput Sci"},{"key":"9777_CR20","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1016\/j.artmed.2004.10.001","volume":"34","author":"A Papadopoulos","year":"2005","unstructured":"Papadopoulos A, Fotiadis DI, Likas A: Characterization of clustered microcalcifications in digitized mammograms using neural networks and support vector machines. Artif Intell Med 34:141\u2013150, 2005","journal-title":"Artif Intell Med"},{"key":"9777_CR21","unstructured":"Ministerio de Sanidad y Consumo: The National Health System Cancer Strategy. Ministerio de Sanidad y Consumo. 2009"},{"key":"9777_CR22","doi-asserted-by":"crossref","first-page":"1129","DOI":"10.1109\/TMI.2004.830529","volume":"23","author":"SM Kwok","year":"2004","unstructured":"Kwok SM, Chandrasekhar R, Attikiouzel Y, Rickard MT: Automatic pectoral muscle segmentation on mediolateral oblique view mammograms. IEEE Trans Med Imaging 23:1129\u20131140, 2004","journal-title":"IEEE Trans Med Imaging"},{"key":"9777_CR23","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1007\/978-3-642-31271-7_72","volume":"7361","author":"M Tortajada","year":"2012","unstructured":"Tortajada M, Oliver A, Mart\u00ed R, Vilagran M, Ganau S, Tortajada L, Sent\u00eds M, Freixenet J: Adapting breast density classification from digitized to full-field digital mammograms. Lect Notes Comput Sci 7361:561\u2013568, 2012","journal-title":"Lect Notes Comput Sci"},{"key":"9777_CR24","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/j.compbiomed.2014.03.010","volume":"50","author":"M Tortajada","year":"2014","unstructured":"Tortajada M, Oliver A, Mart\u00ed R, Ganau S, Tortajada L, Sent\u00eds M, Freixenet J, Zwiggelaar R: Breast peripheral area correction in digital mammograms. Comput Biol Med 50:32\u201340, 2014","journal-title":"Comput Biol Med"},{"key":"9777_CR25","unstructured":"Oliver A, Llad\u00f3 X, Mart\u00ed R, Freixenet J, Zwiggelaar R: Classifying mammograms using texture information. In Medical Image Understanding and Analysis pp 223\u2013227, 2007"},{"key":"9777_CR26","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/0031-3203(95)00067-4","volume":"29","author":"T Ojala","year":"1996","unstructured":"Ojala T, Pietikinen M, Harwood D: A comparative study of texture measures with classification based on feature distributions. Pattern Recogn 29:51\u201359, 1996","journal-title":"Pattern Recogn"},{"key":"9777_CR27","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1016\/j.artmed.2010.02.006","volume":"49","author":"L Nanni","year":"2010","unstructured":"Nanni L, Lumini A, Brahnam S: Local binary patterns variants as texture descriptors for medical image analysis. Artif Intell Med 49:117\u2013125, 2010","journal-title":"Artif Intell Med"},{"key":"9777_CR28","volume-title":"Statistical learning theory","author":"V Vapnik","year":"1998","unstructured":"Vapnik V: Statistical learning theory. Wiley, New York, 1998"},{"key":"9777_CR29","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1109\/TSMC.1979.4310076","volume":"9","author":"N Otsu","year":"1979","unstructured":"Otsu N: A threshold selection method from gray-level histograms. IEEE Trans Syst Man Cybern 9:62\u201366, 1979","journal-title":"IEEE Trans Syst Man Cybern"},{"key":"9777_CR30","unstructured":"Byng JW: Mammographic densities and risk of breast cancer. PhD thesisGraduate. Department of Medical Biophysics, University of Toronto 1997"},{"key":"9777_CR31","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1158\/1055-9965.EPI-06-0738","volume":"16","author":"CM Vachon","year":"2007","unstructured":"Vachon CM, Brandt KR, Ghosh K, Scott CG, Maloney SD, Carston MJ, Pankratz VS, Sellers TA: Mammographic breast density as a general marker of breast cancer risk. Cancer Epidemiol Biomark Prev 16:43\u201349, 2007","journal-title":"Cancer Epidemiol Biomark Prev"},{"key":"9777_CR32","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.knosys.2011.11.021","volume":"28","author":"A Oliver","year":"2012","unstructured":"Oliver A, Torrent A, Llad\u00f3 X, Tortajada M, Tortajada L, Sent\u00eds M, Freixenet J, Zwiggelaar R: Automatic microcalcification and cluster detection in digital and digitised mammograms. Knowl-Based Syst 28:68\u201375, 2012","journal-title":"Knowl-Based Syst"},{"key":"9777_CR33","first-page":"1048","volume":"11","author":"NF Boyd","year":"2002","unstructured":"Boyd NF, Martin LJ, Stone J, Little L, Minkin S, Yaffe MJ: A longitudinal study of the effects of menopause on mammographic features. Cancer Epidemiol Biomark Prev 11:1048\u20131053, 2002","journal-title":"Cancer Epidemiol Biomark Prev"}],"container-title":["Journal of Digital Imaging"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10278-015-9777-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10278-015-9777-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10278-015-9777-5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T12:12:26Z","timestamp":1559131946000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10278-015-9777-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,2,27]]},"references-count":33,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2015,10]]}},"alternative-id":["9777"],"URL":"https:\/\/doi.org\/10.1007\/s10278-015-9777-5","relation":{},"ISSN":["0897-1889","1618-727X"],"issn-type":[{"value":"0897-1889","type":"print"},{"value":"1618-727X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,2,27]]}}}