{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,10]],"date-time":"2026-01-10T10:55:50Z","timestamp":1768042550017,"version":"3.49.0"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"23","license":[{"start":{"date-parts":[[2018,6,6]],"date-time":"2018-06-06T00:00:00Z","timestamp":1528243200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,6,6]],"date-time":"2018-06-06T00:00:00Z","timestamp":1528243200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2018,12]]},"DOI":"10.1007\/s11042-018-6089-z","type":"journal-article","created":{"date-parts":[[2018,6,6]],"date-time":"2018-06-06T16:27:25Z","timestamp":1528302445000},"page":"31347-31362","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["A breast tumors segmentation and elimination of pectoral muscle based on hidden markov and region growing"],"prefix":"10.1007","volume":"77","author":[{"given":"Soukaina","family":"El Idrissi El Kaitouni","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdelghafour","family":"Abbad","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hamid","family":"Tairi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,6,6]]},"reference":[{"key":"6089_CR1","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.sigpro.2013.12.010","volume":"99","author":"P Agrawal","year":"2014","unstructured":"Agrawal P, Vatsa M, Singh R (2014) Saliency based mass detection from screening mammograms. Signal Process 99:29\u201347","journal-title":"Signal Process"},{"key":"6089_CR2","unstructured":"Alayli RM, El-Zaar AY (2013) An iterative mammographic image thresholding algorithm for breast cancer detection. ACIT'2013"},{"key":"6089_CR3","unstructured":"Aschwanden P, Guggenbuhl W (1992) Experimental results from a comparative study on correlation-type registration algorithms. Robust Computer Vision, 268\u2013289"},{"issue":"5","key":"6089_CR4","first-page":"2189","volume":"5","author":"AT Bon","year":"2009","unstructured":"Bon AT (2009) Developing K-Means Clustering on Beltline Moulding Contours. J Appl Sci Res 5(5):2189\u20132193","journal-title":"J Appl Sci Res"},{"key":"6089_CR5","unstructured":"Boss R, Thangavel K, Daniel D (2013) Automatic mammogram image breast region extraction and removal of pectoral muscle. arXiv preprint arXiv:1307.7474"},{"issue":"2","key":"6089_CR6","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1109\/83.902291","volume":"10","author":"TF Chan","year":"2001","unstructured":"Chan TF, Vese LA (2001) Active contours without edges. IEEE Trans Image Process 10(2):266\u2013277","journal-title":"IEEE Trans Image Process"},{"key":"6089_CR7","first-page":"71","volume-title":"Segmentation of the Breast Region with Pectoral Muscle Removal in Mammograms. Medical Image Understanding and Analysis (MIUA) 2010","author":"Z Chen","year":"2010","unstructured":"Chen Z, Zwiggelaar R (2010) Segmentation of the Breast Region with Pectoral Muscle Removal in Mammograms. Medical Image Understanding and Analysis (MIUA) 2010. The University of Warwick, Coventry, pp 71\u201376"},{"key":"6089_CR8","doi-asserted-by":"crossref","unstructured":"David R, Arnau O, Joan M, Marta P, Joan E (2005) Breast Segmentation with Pectoral Muscle Suppression on Digital Mammograms, Springer-Verlag, Berlin Heidelberg, 471\u2013478, LNCS 3523","DOI":"10.1007\/11492542_58"},{"key":"6089_CR9","doi-asserted-by":"crossref","unstructured":"Djukovic D, Zhang J, Raftery D (2018) Colorectal Cancer Detection Using Targeted LC-MS Metabolic Profiling. In: Colorectal Cancer. Humana Press, New York, pp. 229\u2013240","DOI":"10.1007\/978-1-4939-7765-9_15"},{"key":"6089_CR10","doi-asserted-by":"crossref","unstructured":"Dokl\u00e1dal P, Lohou C, Perroton L, Bertrand G (1999) Liver blood vessels extraction by a 3-D topological approach. In Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI\u201999 (pp. 98\u2013105). Springer Berlin\/Heidelberg","DOI":"10.1007\/10704282_11"},{"key":"6089_CR11","doi-asserted-by":"crossref","unstructured":"El Idrissi el Kaitouni S, Abbad A, Tairi H (2017). Tumor extraction and elimination of pectoral muscle based on hidden Markov and region growing: applied based MIAS. In International Conference on Advanced Technologies for Signal and Image Processing (ATSIP). IEEE Conference. In press","DOI":"10.1109\/ATSIP.2017.8075583"},{"issue":"4","key":"6089_CR12","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1504\/IJMEI.2017.086898","volume":"9","author":"S El Idrissi el Kaitouni","year":"2017","unstructured":"El Idrissi el Kaitouni S, Abbad A, Tairi H (2017) Automatic detection of the tumour on mammogram images based on hidden Markov and active contour with quasi-automatic initialisation. International Journal of Medical Engineering and Informatics 9(4):316\u2013331","journal-title":"International Journal of Medical Engineering and Informatics"},{"key":"6089_CR13","doi-asserted-by":"crossref","unstructured":"Elmoufidi A, El Fahssi K, Jai-Andaloussi S, Madrane N, Sekkaki A (2014). Detection of regions of interest's in mammograms by using local binary pattern, dynamic k-means algorithm and gray level co-occurrence matrix. In Next Generation Networks and Services (NGNS), 2014 Fifth International Conference on (pp. 118\u2013123). IEEE","DOI":"10.1109\/NGNS.2014.6990239"},{"key":"6089_CR14","doi-asserted-by":"publisher","first-page":"721","DOI":"10.1109\/TPAMI.1984.4767596","volume":"6","author":"S Geman","year":"1984","unstructured":"Geman S, Geman D (1984) Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images. IEEE Trans Pattern Anal Mach Intell 6:721\u2013741","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"6089_CR15","doi-asserted-by":"crossref","unstructured":"Gumaei A, El-Zaart A, Hussien M, Berbar M (2012) Breast segmentation using k-means algorithm with a mixture of gamma distributions. In Broadband Networks and Fast Internet (RELABIRA), 2012 Symposium on (pp. 97\u2013102). IEEE","DOI":"10.1109\/RELABIRA.2012.6235102"},{"issue":"6","key":"6089_CR16","doi-asserted-by":"publisher","first-page":"3048","DOI":"10.1016\/j.eswa.2014.11.061","volume":"42","author":"CC Jen","year":"2015","unstructured":"Jen CC, Yu SS (2015) Automatic detection of abnormal mammograms in mammographic images. Expert Syst Appl 42(6):3048\u20133055","journal-title":"Expert Syst Appl"},{"issue":"9","key":"6089_CR17","doi-asserted-by":"publisher","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 (2004) Automatic pectoral muscle segmentation on mediolateral oblique view mammograms. IEEE Trans Med Imaging 23(9):1129\u20131140","journal-title":"IEEE Trans Med Imaging"},{"key":"6089_CR18","unstructured":"Liu L, Wang J, Wang T (2011) Breast and Pectoral Muscle Contours Detection Based on Goodness of Fit Measure, 978\u20131\u20134244-5089-3\/11\/$26.00. IEEE"},{"issue":"4","key":"6089_CR19","doi-asserted-by":"publisher","first-page":"4505","DOI":"10.1016\/j.eswa.2011.09.136","volume":"39","author":"CC Liu","year":"2012","unstructured":"Liu CC, Tsai CY, Tsui TS, Yu SS (2012) An improved GVF snake based breast region extrapolation scheme for digital mammograms. Expert Syst Appl 39(4):4505\u20134510","journal-title":"Expert Syst Appl"},{"key":"6089_CR20","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.clinimag.2017.12.002","volume":"50","author":"LR Margolies","year":"2018","unstructured":"Margolies LR, Salvatore M, Yip R et al (2018) The chest radiologist's role in invasive breast cancer detection. Clin Imaging 50:13\u201319","journal-title":"Clin Imaging"},{"key":"6089_CR21","unstructured":"Mohanty AK, Sahoo S, Pradhan A, Lenka SK (2011) Detection of masses from mammograms using mass shape pattern. International Journal of Computer Technology and Applications 2(4):1131\u20131139"},{"issue":"10","key":"6089_CR22","doi-asserted-by":"publisher","first-page":"2817","DOI":"10.1016\/j.sigpro.2012.07.026","volume":"93","author":"M Mustra","year":"2013","unstructured":"Mustra M, Grgic M (2013) Robust automatic breast and pectoral muscle segmentation from scanned mammograms. Signal Process 93(10):2817\u20132827","journal-title":"Signal Process"},{"key":"6089_CR23","first-page":"1426","volume-title":"Breast Border Extraction and Pectoral Muscle Detection using Wavelet Decomposition","author":"M Mustra","year":"2009","unstructured":"Mustra M, Bozek J, Grgic M (2009) Breast Border Extraction and Pectoral Muscle Detection using Wavelet Decomposition. EUROCON, IEEE, St. Petersburg, pp 1426\u20131433"},{"key":"6089_CR24","doi-asserted-by":"crossref","unstructured":"Nagi J, Kareem SA, Nagi F, Ahmed SK (2010) Automated breast profile segmentation for ROI detection using digital mammograms. In Biomedical Engineering and Sciences (IECBES), 2010 I.E. EMBS Conference on (pp. 87\u201392). IEEE","DOI":"10.1109\/IECBES.2010.5742205"},{"key":"6089_CR25","doi-asserted-by":"crossref","unstructured":"Nakajima T, Yasufuku K (2018) Early lung cancer: methods for detection. In: Interventions in Pulmonary Medicine. Springer, Cham, pp. 245\u2013256","DOI":"10.1007\/978-3-319-58036-4_14"},{"issue":"8","key":"6089_CR26","doi-asserted-by":"publisher","first-page":"2107","DOI":"10.1109\/TKDE.2015.2399298","volume":"27","author":"L Nie","year":"2015","unstructured":"Nie L, Wang M, Zhang L, Yan S, Zhang B, Chua TS (2015) Disease inference from health-related questions via sparse deep learning. IEEE Trans Knowl Data Eng 27(8):2107\u20132119","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"6089_CR27","doi-asserted-by":"crossref","unstructured":"Nie L, Zhang L, Yang Y, Wang M, Hong R, Chua TS (2015) Beyond doctors: Future health prediction from multimedia and multimodal observations. In Proceedings of the 23rd ACM international conference on Multimedia (pp. 591\u2013600). ACM","DOI":"10.1145\/2733373.2806217"},{"issue":"1","key":"6089_CR28","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/0031-3203(95)00067-4","volume":"29","author":"T Ojala","year":"1996","unstructured":"Ojala T, Pietik\u00e4inen M, Harwood D (1996) A comparative study of texture measures with classification based on featured distributions. Pattern Recogn 29(1):51\u201359","journal-title":"Pattern Recogn"},{"issue":"7","key":"6089_CR29","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 (2002) Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans Pattern Anal Mach Intell 24(7):971\u2013987","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"6089_CR30","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1109\/TSMC.1979.4310076","volume":"9","author":"N Otsu","year":"1979","unstructured":"Otsu N (1979) A threshold selection method from gray-level histograms. IEEE transactions on systems, man, and cybernetics 9(1):62\u201366","journal-title":"IEEE transactions on systems, man, and cybernetics"},{"key":"6089_CR31","unstructured":"Ray S, Turi RH (1999) Determination of number of clusters in k-means clustering and application in colour image segmentation. In Proceedings of the 4th international conference on advances in pattern recognition and digital techniques (pp. 137\u2013143)"},{"issue":"11","key":"6089_CR32","doi-asserted-by":"publisher","first-page":"1344","DOI":"10.1109\/TMI.2002.801166","volume":"21","author":"D Selle","year":"2002","unstructured":"Selle D, Preim B, Schenk A, Peitgen HO (2002) Analysis of vasculature for liver surgical planning. IEEE Trans Med Imaging 21(11):1344\u20131357","journal-title":"IEEE Trans Med Imaging"},{"issue":"2","key":"6089_CR33","first-page":"0975","volume":"22","author":"N Singh","year":"2011","unstructured":"Singh N, Mohapatra AG, Kanungo G (2011) Breast cancer mass detection in mammograms using K-means and fuzzy C-means clustering. Int J Comput Appl 22(2):0975\u20138887","journal-title":"Int J Comput Appl"},{"key":"6089_CR34","unstructured":"Suckling J, Parker J, Dance D, Astley S, Hutt I, Boggis C, \u2026 Taylor P (1994) The mammographic image analysis society digital mammogram database. In ExerptaMedica. International Congress Series (Vol. 1069, pp. 375\u2013378)"},{"issue":"2","key":"6089_CR35","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1631\/jzus.C0910025","volume":"11","author":"L Wang","year":"2010","unstructured":"Wang L, Zhu ML, Deng LP, Yuan X (2010) Automatic pectoral muscle boundary detection in mammograms based on Markov chain and active contour model. Journal of Zhejiang University-SCIENCE C 11(2):111\u2013118","journal-title":"Journal of Zhejiang University-SCIENCE C"},{"key":"6089_CR36","doi-asserted-by":"crossref","unstructured":"1Zhang Y, Brady M, Smith S (2001) Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm. IEEE Trans Med Imaging 20(1):45\u201357","DOI":"10.1109\/42.906424"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-018-6089-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6089-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6089-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,2,4]],"date-time":"2021-02-04T12:16:45Z","timestamp":1612441005000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-018-6089-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,6,6]]},"references-count":36,"journal-issue":{"issue":"23","published-print":{"date-parts":[[2018,12]]}},"alternative-id":["6089"],"URL":"https:\/\/doi.org\/10.1007\/s11042-018-6089-z","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,6,6]]},"assertion":[{"value":"12 September 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 April 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 May 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 June 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}