{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T04:12:17Z","timestamp":1750824737581,"version":"3.41.0"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2017,8,7]],"date-time":"2017-08-07T00:00:00Z","timestamp":1502064000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100002790","name":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002790","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J CARS"],"published-print":{"date-parts":[[2017,11]]},"DOI":"10.1007\/s11548-017-1651-0","type":"journal-article","created":{"date-parts":[[2017,8,7]],"date-time":"2017-08-07T18:13:21Z","timestamp":1502129601000},"page":"1911-1922","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Spine labeling in MRI via regularized distribution matching"],"prefix":"10.1007","volume":"12","author":[{"given":"Seyed-Parsa","family":"Hojjat","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9668-8027","authenticated-orcid":false,"given":"Ismail","family":"Ayed","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gregory J.","family":"Garvin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kumaradevan","family":"Punithakumar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,8,7]]},"reference":[{"issue":"5","key":"1651_CR1","doi-asserted-by":"crossref","first-page":"E93","DOI":"10.1097\/00007632-200103010-00006","volume":"26","author":"DF Fardon","year":"2001","unstructured":"Fardon DF, Milette PC (2001) Nomenclature and classification of lumbar disc pathology: recommendations of the combined task forces of the North American Spine Society, American Society of Spine Radiology, and American Society of Neuroradiology. Spine 26(5):E93\u2013E113","journal-title":"Spine"},{"doi-asserted-by":"crossref","unstructured":"Wimmer M, Major D, Novikov AA, Buhler K (2016) Local entropy-optimized texture models for semi-automatic spine labeling in various MRI protocols. In: International symposium on biomedical imaging (ISBI), pp 155\u2013159","key":"1651_CR2","DOI":"10.1109\/ISBI.2016.7493233"},{"issue":"8","key":"1651_CR3","doi-asserted-by":"crossref","first-page":"1705","DOI":"10.1109\/TMI.2015.2437192","volume":"34","author":"B Leener De","year":"2015","unstructured":"De Leener B, Cohen-Adad J, Kadoury S (2015) Automatic segmentation of the spinal cord and spinal canal coupled with vertebral labeling. IEEE Trans Med Imaging 34(8):1705\u20131718","journal-title":"IEEE Trans Med Imaging"},{"issue":"1\u2013719520","key":"1651_CR4","first-page":"9","volume":"719520","author":"E Ullmann","year":"2014","unstructured":"Ullmann E, Paquette JFP, Thong WE, Cohen-Adad J (2014) Automatic labeling of vertebral levels using a robust template-based approach. Int J Biomed Imaging 719520(1\u2013719520):9","journal-title":"Int J Biomed Imaging"},{"key":"1651_CR5","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.compmedimag.2016.02.002","volume":"51","author":"Y Cai","year":"2016","unstructured":"Cai Y, Landis M, Laidley DT, Kornecki A, Lum A, Li S (2016) Multi-modal vertebrae recognition using transformed deep convolution network. Comput Med Imaging Graphics 51:11\u201319","journal-title":"Comput Med Imaging Graphics"},{"issue":"8","key":"1651_CR6","doi-asserted-by":"crossref","first-page":"1283","DOI":"10.1016\/j.media.2012.09.007","volume":"17","author":"BM Kelm","year":"2013","unstructured":"Kelm BM, Wels M, Zhou SK, Seifert S, S\u00fchling M, Zheng Y, Comaniciu D (2013) Spine detection in CT and MR using iterated marginal space learning. Med Image Anal 17(8):1283\u20131292","journal-title":"Med Image Anal"},{"key":"1651_CR7","first-page":"590","volume":"3","author":"B Glocker","year":"2012","unstructured":"Glocker B, Feulner J, Criminisi A, Haynor DR, Konukoglu E (2012) Automatic localization and identification of vertebrae in arbitrary field-of-view CT scans. Med Image Comput Comput Assist Interv MICCAI 3:590\u2013598","journal-title":"Med Image Comput Comput Assist Interv MICCAI"},{"key":"1651_CR8","first-page":"141","volume":"1","author":"Y Zhan","year":"2012","unstructured":"Zhan Y, Dewan M, Harder M, Zhou X\u00a0S (2012) Robust MR spine detection using hierarchical learning and local articulated model. Med Image Comput Comput Assist Interv MICCAI 1:141\u2013148","journal-title":"Med Image Comput Comput Assist Interv MICCAI"},{"key":"1651_CR9","first-page":"361","volume":"3","author":"MG Roberts","year":"2012","unstructured":"Roberts MG, Cootes TF, Adams JE (2012) Automatic location of vertebrae on DXA images using random forest regression. Med Image Comput Comput Assist Interv MICCAI 3:361\u2013368","journal-title":"Med Image Comput Comput Assist Interv MICCAI"},{"issue":"1","key":"1651_CR10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TMI.2010.2047403","volume":"30","author":"RS Alomari","year":"2011","unstructured":"Alomari RS, Corso JJ, Chaudhary V (2011) Labeling of lumbar discs using both pixel- and object-level features with a two-level probabilistic model. IEEE Trans Med Imaging 30(1):1\u201310","journal-title":"IEEE Trans Med Imaging"},{"key":"1651_CR11","first-page":"158","volume":"3","author":"AB Oktay","year":"2011","unstructured":"Oktay AB, Akgul YS (2011) Localization of the lumbar discs using machine learning and exact probabilistic inference. Med Image Comput Comput Assist Interv MICCAI 3:158\u2013165","journal-title":"Med Image Comput Comput Assist Interv MICCAI"},{"key":"1651_CR12","first-page":"19","volume":"1","author":"J Ma","year":"2010","unstructured":"Ma J, Lu L, Zhan Y, Zhou XS, Salganicoff M, Krishnan A (2010) Hierarchical segmentation and identification of thoracic vertebra using learning-based edge detection and coarse-to-fine deformable model. Med Image Comput Comput Assist Interv MICCAI 1:19\u201327","journal-title":"Med Image Comput Comput Assist Interv MICCAI"},{"issue":"3","key":"1651_CR13","doi-asserted-by":"crossref","first-page":"471","DOI":"10.1016\/j.media.2009.02.004","volume":"13","author":"T Klinder","year":"2009","unstructured":"Klinder T, Ostermann J, Ehm M, Franz A, Kneser R, Lorenz C (2009) Automated model-based vertebra detection, identification, and segmentation in ct images. Med Image Anal 13(3):471\u2013482","journal-title":"Med Image Anal"},{"issue":"10","key":"1651_CR14","doi-asserted-by":"crossref","first-page":"1595","DOI":"10.1109\/TMI.2009.2023362","volume":"28","author":"S Huang","year":"2009","unstructured":"Huang S, Chu Y, Lai S, Novak C (2009) Learning-based vertebra detection and iterative normalized-cut segmentation for spinal MRI. IEEE Trans Med Imaging 28(10):1595\u20131605","journal-title":"IEEE Trans Med Imaging"},{"issue":"7","key":"1651_CR15","doi-asserted-by":"crossref","first-page":"1841","DOI":"10.1109\/TBME.2013.2243448","volume":"60","author":"B Miles","year":"2013","unstructured":"Miles B, Ayed I, Law MWK, Garvin GJ, Fenster A, Li S (2013) Spine image fusion via graph cuts. IEEE Trans Biomed Eng 60(7):1841\u20131850","journal-title":"IEEE Trans Biomed Eng"},{"issue":"8","key":"1651_CR16","doi-asserted-by":"crossref","first-page":"1640","DOI":"10.1109\/TMI.2014.2365746","volume":"34","author":"Z Wang","year":"2015","unstructured":"Wang Z, Zhen X, Tay K, Osman S, Romano W, Li S (2015) Regression segmentation for $$\\text{ m }^{3}$$ m 3 spinal images. IEEE Trans Med Imaging 34(8):1640\u20131648","journal-title":"IEEE Trans Med Imaging"},{"doi-asserted-by":"crossref","unstructured":"Schmidt S, Kappes JH, Bergtholdt M, Pekar V, Dries SPM, Bystrov D, Schn\u00f6rr C (2007) Spine detection and labeling using a parts-based graphical model. In: Information processing in medical imaging (IPMI), pp 122\u2013133","key":"1651_CR17","DOI":"10.1007\/978-3-540-73273-0_11"},{"issue":"5","key":"1651_CR18","doi-asserted-by":"crossref","first-page":"1632","DOI":"10.1137\/040615286","volume":"66","author":"M Nikolova","year":"2006","unstructured":"Nikolova M, Esedoglu S, Chan TF (2006) Algorithms for finding global minimizers of image segmentation and denoising models. SIAM J Appl Math 66(5):1632\u20131648","journal-title":"SIAM J Appl Math"},{"key":"1651_CR19","volume-title":"Nonlinear programming","author":"DP Bertsekas","year":"1999","unstructured":"Bertsekas DP (1999) Nonlinear programming. Athena Scientific, Belmont"},{"doi-asserted-by":"crossref","unstructured":"Yuan J, Bae E, Tai X-C, Boykov Y (2010) A study on continuous max-flow and min-cut approaches. Part I: binary labeling, technical report CAM-10-61, UCLA","key":"1651_CR20","DOI":"10.1109\/CVPR.2010.5539903"},{"doi-asserted-by":"crossref","unstructured":"Yuan J, Bae E, Tai X-C (2010) A study on continuous max-flow and min-cut approaches. In: IEEE conference on computer vision and pattern recognition (CVPR)","key":"1651_CR21","DOI":"10.1109\/CVPR.2010.5539903"},{"key":"1651_CR22","first-page":"691","volume":"5","author":"M Tang","year":"2014","unstructured":"Tang M, Ben Ayed I, Boykov Y (2014) Pseudo-bound optimization for binary energies. Eur Conf Comput Vis ECCV 5:691\u2013707","journal-title":"Eur Conf Comput Vis ECCV"},{"doi-asserted-by":"crossref","unstructured":"Taniai T, Matsushita Y, Naemura T (2015) Superdifferential cuts for binary energies. In: IEEE conference on computer vision and pattern recognition (CVPR), pp 2030\u20132038","key":"1651_CR23","DOI":"10.1109\/CVPR.2015.7298814"},{"issue":"9","key":"1651_CR24","doi-asserted-by":"crossref","first-page":"1777","DOI":"10.1109\/TPAMI.2014.2382104","volume":"37","author":"I Ben Ayed","year":"2015","unstructured":"Ben Ayed I, Punithakumar K, Li S (2015) Distribution matching with the bhattacharyya similarity: a bound optimization framework. IEEE Trans Pattern Anal Mach Intell 37(9):1777\u20131791","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"4","key":"1651_CR25","doi-asserted-by":"crossref","first-page":"1333","DOI":"10.1137\/110850372","volume":"5","author":"K Punithakumar","year":"2012","unstructured":"Punithakumar K, Yuan J, Ayed IB, Li S, Boykov Y (2012) A convex max-flow approach to distribution-based figure-ground separation. SIAM J Imaging Sci 5(4):1333\u20131354","journal-title":"SIAM J Imaging Sci"},{"issue":"3","key":"1651_CR26","doi-asserted-by":"crossref","first-page":"1143","DOI":"10.1109\/TIP.2013.2297019","volume":"23","author":"MB Salah","year":"2014","unstructured":"Salah MB, Ben Ayed I, Yuan J, Zhang H (2014) Convex-relaxed kernel mapping for image segmentation. IEEE Trans Image Process 23(3):1143\u20131153","journal-title":"IEEE Trans Image Process"},{"issue":"1\u20132","key":"1651_CR27","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1023\/B:JMIV.0000011325.36760.1e","volume":"20","author":"A Chambolle","year":"2004","unstructured":"Chambolle A (2004) An algorithm for total variation minimization and applications. J Math Imaging Vis 20(1\u20132):89\u201397","journal-title":"J Math Imaging Vis"},{"unstructured":"Lootus M, Kadir T, Zisserman A (2013) Computational methods and clinical applications for spine imaging. In: Jianhua Y, Tobias K, Shuo L (eds) Vertebrae detection and labelling in lumbar MR images. Springer, Cham, pp 219\u2013230","key":"1651_CR28"},{"doi-asserted-by":"crossref","unstructured":"Yang D, Xiong T, Xu D, Huang Q, Liu D, Zhou SK, Xu Z, Park J, Chen M, Tran TD, Chin SP, Metaxas D, Comaniciu D (2017) Automatic vertebra labeling in large-scale 3D CT using deep image-to-image network with message passing and sparsity regularization. In: Information processing in medical imaging (IPMI), pp 633\u2013644","key":"1651_CR29","DOI":"10.1007\/978-3-319-59050-9_50"},{"key":"1651_CR30","first-page":"262","volume":"2","author":"B Glocker","year":"2013","unstructured":"Glocker B, Zikic D, Konukoglu E, Haynor DR, Criminisi A (2013) Vertebrae localization in pathological spine CT via dense classification from sparse annotations. Med Image Comput Comput Assist Interv MICCAI 2:262\u2013270","journal-title":"Med Image Comput Comput Assist Interv MICCAI"},{"key":"1651_CR31","first-page":"515","volume":"1","author":"H Chen","year":"2015","unstructured":"Chen H, Shen C, Qin J, Ni D, Shi L, Cheng JCY, Heng P-A (2015) Automatic localization and identification of vertebrae in spine CT via a joint learning model with deep neural networks. Med Image Comput Comput Assist Interv MICCAI 1:515\u2013522","journal-title":"Med Image Comput Comput Assist Interv MICCAI"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11548-017-1651-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-017-1651-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-017-1651-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,24]],"date-time":"2025-06-24T20:55:18Z","timestamp":1750798518000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11548-017-1651-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,7]]},"references-count":31,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2017,11]]}},"alternative-id":["1651"],"URL":"https:\/\/doi.org\/10.1007\/s11548-017-1651-0","relation":{},"ISSN":["1861-6410","1861-6429"],"issn-type":[{"type":"print","value":"1861-6410"},{"type":"electronic","value":"1861-6429"}],"subject":[],"published":{"date-parts":[[2017,8,7]]}}}