{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T15:41:52Z","timestamp":1774539712432,"version":"3.50.1"},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2017,5,16]],"date-time":"2017-05-16T00:00:00Z","timestamp":1494892800000},"content-version":"unspecified","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":[[2018,4]]},"DOI":"10.1007\/s11042-017-4591-3","type":"journal-article","created":{"date-parts":[[2017,5,16]],"date-time":"2017-05-16T06:10:36Z","timestamp":1494915036000},"page":"9995-10015","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["A MRI image segmentation method based on medical semaphore calculating in medical multimedia big data environment"],"prefix":"10.1007","volume":"77","author":[{"given":"Ronghe","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianghua","family":"Lv","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shilong","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,5,16]]},"reference":[{"issue":"2","key":"4591_CR1","first-page":"418","volume":"148","author":"L Axel","year":"2011","unstructured":"Axel L, Costantini J, Listerud J (2011) Intensity correction in surface-coil MR imaging. Am J Radiol 148(2):418\u2013420","journal-title":"Am J Radiol"},{"key":"4591_CR2","first-page":"694","volume-title":"Proc. IEEE Intl. Conf. On comp. Vis","author":"V Caselles","year":"2013","unstructured":"Caselles V, Kimmel R, Sapiro G (2013a) Geodesic active contours. In: Proc. IEEE Intl. Conf. On comp. Vis. Boston, USA, pp 694\u2013699"},{"issue":"1","key":"4591_CR3","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1023\/A:1007979827043","volume":"22","author":"V Caselles","year":"2013","unstructured":"Caselles V, Kimmel R, Sapiro G (2013b) Geodesic active contours. Int J Comput Vis 22(1):61\u201379","journal-title":"Int J Comput Vis"},{"key":"4591_CR4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/BF01385685","volume":"66","author":"V Caselles","year":"2014","unstructured":"Caselles V, Catte F, Coll T, Dibos F (2014) A geometric model for active contours in image processing. Numer Math 66:1\u201331","journal-title":"Numer Math"},{"key":"4591_CR5","first-page":"161","volume-title":"IEEE workshop on 14 variational and level set methods","author":"TF Chan","year":"2011","unstructured":"Chan TF, Vese LA (2011) A level set algorithm for minimizing the Mumford-Shah functional in image processing. In: IEEE workshop on 14 variational and level set methods. Vancouver, CA, pp 161\u2013168"},{"key":"4591_CR6","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1109\/83.902291","volume":"10","author":"T Chan","year":"2014","unstructured":"Chan T, Vese L (2014) Active contours without edges. IEEE Trans Imag Proc 10:266\u2013277","journal-title":"IEEE Trans Imag Proc"},{"issue":"3","key":"4591_CR7","doi-asserted-by":"crossref","first-page":"463","DOI":"10.1109\/42.712135","volume":"17","author":"DL Collins","year":"2007","unstructured":"Collins DL, Zijdenbos AP, Kollokian VV (2007) Design and construction of a realistic digital brain phantom[J]. IEEE Trans Med Imaging 17(3):463\u2013468","journal-title":"IEEE Trans Med Imaging"},{"issue":"8","key":"4591_CR8","doi-asserted-by":"crossref","first-page":"1385","DOI":"10.1109\/TPAMI.2007.70774","volume":"30","author":"S Dambreville","year":"2011","unstructured":"Dambreville S, Rathi Y, Tannenbaum A (2011) A framework for image segmentation using shape models and kernel space shape priors. IEEE Trans Pattern Anal Mach Intell 30(8):1385\u20131399","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"5","key":"4591_CR9","doi-asserted-by":"crossref","first-page":"932","DOI":"10.1002\/jmri.20896","volume":"25","author":"S Datta","year":"2007","unstructured":"Datta S, Sajja BR, He R (2007) Segmentation of gadolinium-enhanced lesions on MRI in multiple sclerosis[J]. J Magn Reson Imaging 25(5):932\u2013937","journal-title":"J Magn Reson Imaging"},{"issue":"4","key":"4591_CR10","doi-asserted-by":"crossref","first-page":"770","DOI":"10.1109\/42.251128","volume":"12","author":"B Dawant","year":"2008","unstructured":"Dawant B, Zijdenbos A, Margolin R (2008) Correction of intensity variations in MR images for computer-aided tissues classification. IEEE Trans Med Imaging 12(4):770\u2013781","journal-title":"IEEE Trans Med Imaging"},{"issue":"2","key":"4591_CR11","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1006\/jvci.1999.0439","volume":"11","author":"J Gomes","year":"2010","unstructured":"Gomes J, Faugeras O (2010) Reconciling distance functions and level sets. J Vis Commun Image Represent 11(2):209\u2013223","journal-title":"J Vis Commun Image Represent"},{"issue":"3","key":"4591_CR12","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1109\/42.585758","volume":"16","author":"R Guillemaud","year":"2009","unstructured":"Guillemaud R, Brady J (2009) Estimating the biasfield of MR images. IEEE Trans Med Imaging 16(3):238\u2013251","journal-title":"IEEE Trans Med Imaging"},{"issue":"2","key":"4591_CR13","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1109\/42.491417","volume":"15","author":"B Johnston","year":"2013","unstructured":"Johnston B, Atkins MS, Mackiewich B, Anderson M (2013) Segmentation of multiple sclerosis lesions in intensity corrected multispectral MRI. IEEE Trans Med Imaging 15(2):154\u2013169","journal-title":"IEEE Trans Med Imaging"},{"issue":"4","key":"4591_CR14","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1007\/BF00133570","volume":"1","author":"M Kass","year":"2015","unstructured":"Kass M, Witkin A, Terzopoulos D (2015) Snakes: active contour models. Int J of Computer Vision 1(4):321\u2013331","journal-title":"Int J of Computer Vision"},{"key":"4591_CR15","doi-asserted-by":"crossref","unstructured":"Kim J, Etin MC, Willsky A (2007) Non-parametric shape priors for active contour-based image segmentation. Signal Process 87(12):3021\u20133044","DOI":"10.1016\/j.sigpro.2007.05.026"},{"issue":"6","key":"4591_CR16","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1109\/34.387512","volume":"17","author":"R Kimmel","year":"2011","unstructured":"Kimmel R, Amir A, Bruckstein A (2011) Finding shortest paths on surfaces using level set propagation. IEEE Trans Pattern Anal Mach Intell 17(6):635\u2013640","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"4591_CR17","volume-title":"Statistical shape influence in geodesic active contours","author":"M Leventon","year":"2014","unstructured":"Leventon M, Grimson W, Faugeras O (2014) Statistical shape influence in geodesic active contours. In Proc, IEEE CVPR"},{"key":"4591_CR18","first-page":"430","volume":"1","author":"C Li","year":"2005","unstructured":"Li C, Xu C, Gui C (2005) Level set evolution without re-initialization: a new variational formulation[C]. CVPR 1:430\u2013436","journal-title":"CVPR"},{"key":"4591_CR19","unstructured":"Li C, Huang R, Ding Z, Gatenby C, Metaxas D, Gore J (2008) A variational level set approach to segmentation and bias correction of medical images with intensity inhomogeneity. Proc. Medical Image Computing and Computer Aided Intervention (MICCAI), Vol. LNCS 5242(Part II): 1083\u201391"},{"key":"4591_CR20","doi-asserted-by":"crossref","unstructured":"Li C, Xu C, Anderson AW, Gore JC (2009) MRI tissue classification and bias field estimation based on coherent local intensity clustering: A Unified Energy Minimization Framework, Information Processing in Medical Imaging (IPMI) 2009:288\u2013299","DOI":"10.1007\/978-3-642-02498-6_24"},{"key":"4591_CR21","unstructured":"Li C, Xu C, Gui C, Fox MD (2010) Distance regularized level set evolution and its application to image segmentatio. IEEE Trans Image Process 19(12):3243\u20133254"},{"key":"4591_CR22","unstructured":"Li C, Huang R, Ding Z, Chris Gatenby J, Dimitris Metaxas N (2011) A level set method for image segmentation in the presence of intensity Inhomogeneities with application to MRI. IEEE Trans Image Process 20(7):2007\u20132016"},{"issue":"7","key":"4591_CR23","doi-asserted-by":"crossref","first-page":"913","DOI":"10.1016\/j.mri.2014.03.010","volume":"32","author":"C Li","year":"2014","unstructured":"Li C, Gore JC, Davatzikos C (2014) Multiplicative intrinsic component optimization (MICO) for MRI bias field estimation and tissue segmentation. Magnetic Resonance Imaging, vol 32(7):913\u2013923","journal-title":"Magnetic Resonance Imaging, vol"},{"issue":"12","key":"4591_CR24","doi-asserted-by":"crossref","first-page":"1398","DOI":"10.1109\/42.974934","volume":"20","author":"B Likar","year":"2008","unstructured":"Likar B, Viergever MA, Pernus F (2008) Restrospective correction of MR intensity inhomogeneity by information minimization[J]. IEEE Trans. Medical Imaging 20(12):1398\u20131410","journal-title":"IEEE Trans. Medical Imaging"},{"key":"4591_CR25","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1109\/34.368173","volume":"17","author":"R Malladi","year":"2006","unstructured":"Malladi R, Sethian JA, Vemuri BC (2006) Shape modeling with front propagation: a level set approach. IEEE T-PAMI 17:158\u2013175","journal-title":"IEEE T-PAMI"},{"key":"4591_CR26","first-page":"246","volume":"2031","author":"R Malladi","year":"2007","unstructured":"Malladi R, Sethian JA, Vemuri BC (2007) A topology independent shape modeling scheme. In SPIE Conf. On geometric methods in comp. Vision II 2031:246\u2013258","journal-title":"Vision II"},{"issue":"2","key":"4591_CR27","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1109\/34.368173","volume":"17","author":"R Malladi","year":"2013","unstructured":"Malladi R, Sethian JA, Vemuri BC (2013) Shape modeling with front propagation: a level set approach. IEEE Trans Pattern Anal Mach Intell 17(2):158\u2013175","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"6","key":"4591_CR28","doi-asserted-by":"crossref","first-page":"806","DOI":"10.1118\/1.595967","volume":"13","author":"ER McVeigh","year":"2014","unstructured":"McVeigh ER, Bronskil MJ, Henkelman RM (2014) Phase and sensitivity of receiver coils in magnetic resonance imaging. Med Phys 13(6):806\u2013814","journal-title":"Med Phys"},{"key":"4591_CR29","unstructured":"Mumford D, Shah J (2013) Optimal approximations by piecewise smooth functions and associated variational problems. Commun Pure Appl Math 42(5):577\u2013685"},{"key":"4591_CR30","doi-asserted-by":"crossref","first-page":"577","DOI":"10.1002\/cpa.3160420503","volume":"42","author":"D Mumford","year":"2014","unstructured":"Mumford D, Shah J (2014) Optimal approximations by piecewise smooth functions and associated variational problems. Comm Pure Appl Math 42:577\u2013685","journal-title":"Comm Pure Appl Math"},{"issue":"3","key":"4591_CR31","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/0730-725X(88)90401-8","volume":"6","author":"PA Narayana","year":"2012","unstructured":"Narayana PA, Brey WW, Kulkarni MV, Sivenpiper CL (2012) Compensation for surface coil sensitivity variation in magnetic resonance imaging. Magn Reson Imaging 6(3):271\u2013274","journal-title":"Magn Reson Imaging"},{"issue":"1","key":"4591_CR32","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/0021-9991(88)90002-2","volume":"79","author":"S Osher","year":"2014","unstructured":"Osher S, Sethian J (2014) Fronts propagating with curvature-dependent speed: algorithms based on Hamilton-Jacobi formulations. J Comput Phys 79(1):12\u201349","journal-title":"J Comput Phys"},{"issue":"3","key":"4591_CR33","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1023\/A:1014080923068","volume":"46","author":"N Paragios","year":"2012","unstructured":"Paragios N, Deriche R (2012) Geodesic active regions and level set methods for supervised texture segmentation. Int. J. Comput. Vis 46(3):223\u2013247","journal-title":"Int. J. Comput. Vis"},{"issue":"9","key":"4591_CR34","doi-asserted-by":"crossref","first-page":"737","DOI":"10.1109\/42.802752","volume":"18","author":"D Pham","year":"2007","unstructured":"Pham D, Prince J (2007) Adaptive fuzzy segmentation of magnetic resonance images. IEEE Trans Med Imaging 18(9):737\u2013752","journal-title":"IEEE Trans Med Imaging"},{"issue":"3","key":"4591_CR35","first-page":"474","volume":"93","author":"VG Richard","year":"2012","unstructured":"Richard VG, Isambert SA (2012) A pre-clinical assessment of an atlas based automatic segmentation tool for the head and neck[J]. Radiother Oncol 93(3):474\u2013482","journal-title":"Radiother Oncol"},{"issue":"2","key":"4591_CR36","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1007\/BF01427153","volume":"13","author":"R Ronfard","year":"2014","unstructured":"Ronfard R (2014) Region-based strategies for active contour models. Int. J Comput Vis 13(2):229\u2013251","journal-title":"Int. J Comput Vis"},{"key":"4591_CR37","doi-asserted-by":"crossref","unstructured":"Samson C, Blanc-Feraud L, Aubert G, Zerubia J (2000) A variational model for image classification and restoration. IEEE Trans Pattern Anal Mach Intell 22(5):460\u2013472","DOI":"10.1109\/34.857003"},{"issue":"5","key":"4591_CR38","doi-asserted-by":"crossref","first-page":"856","DOI":"10.1006\/nimg.2000.0730","volume":"13","author":"DW Shattuck","year":"2011","unstructured":"Shattuck DW, Sandor-Leahy SR, Schaper KA (2011) Magnetic resonance image tissue classification using a partial volume model[J]. NeuroImage 13(5):856\u2013876","journal-title":"NeuroImage"},{"issue":"3","key":"4591_CR39","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1002\/mrm.10728","volume":"51","author":"J Sijbers","year":"2014","unstructured":"Sijbers J, den Dekker AJ (2014) Maximum likelihood estimation of signal amplitude and noise variance from MR data[J]. Magn Reson Med 51(3):586\u2013594","journal-title":"Magn Reson Med"},{"key":"4591_CR40","doi-asserted-by":"crossref","unstructured":"Sled JG,\u00a0Zijdenbos AP,\u00a0Evans AC (1998) A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans Med Imaging 17(1):87\u201397","DOI":"10.1109\/42.668698"},{"issue":"8","key":"4591_CR41","doi-asserted-by":"crossref","first-page":"1169","DOI":"10.1109\/83.935033","volume":"10","author":"A Tsai","year":"2011","unstructured":"Tsai A, Yezzi AJ, Willsky AS (2011a) Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magni cation. IEEE Trans Image Process 10(8):1169\u20131186","journal-title":"IEEE Trans Image Process"},{"issue":"8","key":"4591_CR42","doi-asserted-by":"crossref","first-page":"1169","DOI":"10.1109\/83.935033","volume":"10","author":"A Tsai","year":"2011","unstructured":"Tsai A, Yezzi A, Willsky AS (2011b) Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magnification. IEEE Trans. Image Process 10(8):1169\u20131186","journal-title":"IEEE Trans. Image Process"},{"issue":"12","key":"4591_CR43","doi-asserted-by":"crossref","first-page":"1565","DOI":"10.1109\/TPAMI.2002.1114849","volume":"24","author":"A Vasilevskiy","year":"2012","unstructured":"Vasilevskiy A, Siddiqi K (2012) Flux-maximizing geometric flows. IEEE Trans Pattern Anal Mach Intell 24(12):1565\u20131578","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"3","key":"4591_CR44","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1023\/A:1020874308076","volume":"50","author":"L Vese","year":"2012","unstructured":"Vese L, Chan T (2012) A multiphase level set framework for image segmentation using the Mumford and Shah model. Int J Comput Vis 50(3):271\u2013293","journal-title":"Int J Comput Vis"},{"issue":"3","key":"4591_CR45","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1109\/TMI.2006.891486","volume":"26","author":"U Vovk","year":"2007","unstructured":"Vovk U, Pernus F, Likar B (2007) A review of methods for correction of intensity inhomogeneity in MRI. IEEE Trans Med Imaging 26(3):405\u2013421","journal-title":"IEEE Trans Med Imaging"},{"key":"4591_CR46","doi-asserted-by":"crossref","unstructured":"Weber M, Blake A, Cipolla R (2004) Sparse finite elements for geodesic contours with level-sets. In Proc. Eur. Conf. Comput. Vis, pp 391\u2013404","DOI":"10.1007\/978-3-540-24671-8_31"},{"issue":"1","key":"4591_CR47","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1109\/42.906424","volume":"20","author":"Y Zhang","year":"2011","unstructured":"Zhang Y, Brady M, Smith S (2011) Segmentation of brain MR images through a hidden Markov random field model and the expectation maximization algorithm[J]. IEEE Trans Medical Imaging 20(1):45\u201357","journal-title":"IEEE Trans Medical Imaging"},{"key":"4591_CR48","first-page":"884","volume":"18","author":"SC Zhu","year":"2007","unstructured":"Zhu SC, Yuille A (2007) Region competition: unifying snakes. Region Growing, and Bayes\/MDL for Multiband Image Segmentation IEEE T-PAMI 18:884\u2013900","journal-title":"Region Growing, and Bayes\/MDL for Multiband Image Segmentation IEEE T-PAMI"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-017-4591-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-4591-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-4591-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,4,23]],"date-time":"2018-04-23T10:38:07Z","timestamp":1524479887000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-017-4591-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,5,16]]},"references-count":48,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2018,4]]}},"alternative-id":["4591"],"URL":"https:\/\/doi.org\/10.1007\/s11042-017-4591-3","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,5,16]]}}}