{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T07:08:48Z","timestamp":1778224128756,"version":"3.51.4"},"publisher-location":"Cham","reference-count":23,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319590493","type":"print"},{"value":"9783319590509","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"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":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-59050-9_42","type":"book-chapter","created":{"date-parts":[[2017,5,22]],"date-time":"2017-05-22T12:36:11Z","timestamp":1495456571000},"page":"529-540","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":60,"title":["Direct Estimation of Spinal Cobb Angles by Structured Multi-output Regression"],"prefix":"10.1007","author":[{"given":"Haoliang","family":"Sun","sequence":"first","affiliation":[]},{"given":"Xiantong","family":"Zhen","sequence":"additional","affiliation":[]},{"given":"Chris","family":"Bailey","sequence":"additional","affiliation":[]},{"given":"Parham","family":"Rasoulinejad","sequence":"additional","affiliation":[]},{"given":"Yilong","family":"Yin","sequence":"additional","affiliation":[]},{"given":"Shuo","family":"Li","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,5,23]]},"reference":[{"issue":"9623","key":"42_CR1","doi-asserted-by":"publisher","first-page":"1527","DOI":"10.1016\/S0140-6736(08)60658-3","volume":"371","author":"SL Weinstein","year":"2008","unstructured":"Weinstein, S.L., Dolan, L.A., Cheng, J.C., Danielsson, A., Morcuende, J.A.: Adolescent idiopathic scoliosis. Lancet 371(9623), 1527\u20131537 (2008)","journal-title":"Lancet"},{"issue":"9","key":"42_CR2","first-page":"1817","volume":"65","author":"KA Greiner","year":"2002","unstructured":"Greiner, K.A.: Adolescent idiopathic scoliosis: radiologic decision-making. Am. Fam. Phys. 65(9), 1817\u20131822 (2002)","journal-title":"Am. Fam. Phys."},{"issue":"5","key":"42_CR3","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1007\/s00586-009-0913-0","volume":"18","author":"T Vrtovec","year":"2009","unstructured":"Vrtovec, T., Pernu\u0161, F., Likar, B.: A review of methods for quantitative evaluation of spinal curvature. Eur. Spine J. 18(5), 593\u2013607 (2009)","journal-title":"Eur. Spine J."},{"issue":"3","key":"42_CR4","doi-asserted-by":"publisher","first-page":"1943","DOI":"10.1007\/s10916-011-9654-9","volume":"36","author":"H Anitha","year":"2012","unstructured":"Anitha, H., Prabhu, G.: Automatic quantification of spinal curvature in scoliotic radiograph using image processing. J. Med. Syst. 36(3), 1943\u20131951 (2012)","journal-title":"J. Med. Syst."},{"issue":"2","key":"42_CR5","doi-asserted-by":"publisher","first-page":"158","DOI":"10.1007\/s13534-014-0129-z","volume":"4","author":"H Anitha","year":"2014","unstructured":"Anitha, H., Karunakar, A., Dinesh, K.: Automatic extraction of vertebral endplates from scoliotic radiographs using customized filter. Biomed. Eng. Lett. 4(2), 158\u2013165 (2014)","journal-title":"Biomed. Eng. Lett."},{"issue":"20","key":"42_CR6","doi-asserted-by":"publisher","first-page":"1256","DOI":"10.1097\/BRS.0b013e3182a0c7c3","volume":"38","author":"TA Sardjono","year":"2013","unstructured":"Sardjono, T.A., Wilkinson, M.H., Veldhuizen, A.G., van Ooijen, P.M., Purnama, K.E., Verkerke, G.J.: Automatic Cobb angle determination from radiographic images. Spine 38(20), 1256\u20131262 (2013)","journal-title":"Spine"},{"key":"42_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"535","DOI":"10.1007\/978-3-642-33418-4_66","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2012","author":"M Afshin","year":"2012","unstructured":"Afshin, M., Ayed, I.B., Islam, A., Goela, A., Peters, T.M., Li, S.: Global assessment of cardiac function using image statistics in MRI. In: Ayache, N., Delingette, H., Golland, P., Mori, K. (eds.) MICCAI 2012. LNCS, vol. 7511, pp. 535\u2013543. Springer, Heidelberg (2012). doi:10.1007\/978-3-642-33418-4_66"},{"issue":"4","key":"42_CR8","doi-asserted-by":"publisher","first-page":"1251","DOI":"10.1109\/TBME.2014.2299433","volume":"61","author":"Z Wang","year":"2014","unstructured":"Wang, Z., Salah, M.B., Gu, B., Islam, A., Goela, A., Li, S.: Direct estimation of cardiac biventricular volumes with an adapted Bayesian formulation. IEEE Trans. Biomed. Eng. 61(4), 1251\u20131260 (2014)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"42_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"669","DOI":"10.1007\/978-3-319-24553-9_82","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2015","author":"X Zhen","year":"2015","unstructured":"Zhen, X., Islam, A., Bhaduri, M., Chan, I., Li, S.: Direct and simultaneous four-chamber volume estimation by multi-output regression. In: Navab, N., Hornegger, J., Wells, W.M., Frangi, A.F. (eds.) MICCAI 2015. LNCS, vol. 9349, pp. 669\u2013676. Springer, Cham (2015). doi:10.1007\/978-3-319-24553-9_82"},{"key":"42_CR10","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1016\/j.media.2015.07.003","volume":"30","author":"X Zhen","year":"2016","unstructured":"Zhen, X., Wang, Z., Islam, A., Bhaduri, M., Chan, I., Li, S.: Multi-scale deep networks and regression forests for direct bi-ventricular volume estimation. Med. Image Anal. 30, 120\u2013129 (2016)","journal-title":"Med. Image Anal."},{"key":"42_CR11","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1016\/j.media.2016.11.008","volume":"36","author":"X Zhen","year":"2017","unstructured":"Zhen, X., Zhang, H., Islam, A., Bhaduri, M., Chan, I., Li, S.: Direct and simultaneous estimation of cardiac four chamber volumes by multioutput sparse regression. Med. Image Anal. 36, 184\u2013196 (2017)","journal-title":"Med. Image Anal."},{"issue":"5","key":"42_CR12","doi-asserted-by":"publisher","first-page":"577","DOI":"10.1002\/cpa.3160420503","volume":"42","author":"D Mumford","year":"1989","unstructured":"Mumford, D., Shah, J.: Optimal approximations by piecewise smooth functions and associated variational problems. Commun. Pure Appl. Math. 42(5), 577\u2013685 (1989)","journal-title":"Commun. Pure Appl. Math."},{"key":"42_CR13","first-page":"2399","volume":"7","author":"M Belkin","year":"2006","unstructured":"Belkin, M., Niyogi, P., Sindhwani, V.: Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. J. Mach. Learn. Res. 7, 2399\u20132434 (2006)","journal-title":"J. Mach. Learn. Res."},{"issue":"4","key":"42_CR14","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1007\/s11222-007-9033-z","volume":"17","author":"U Von Luxburg","year":"2007","unstructured":"Von Luxburg, U.: A tutorial on spectral clustering. Stat. Comput. 17(4), 395\u2013416 (2007)","journal-title":"Stat. Comput."},{"issue":"2","key":"42_CR15","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1214\/aoms\/1177697089","volume":"41","author":"GS Kimeldorf","year":"1970","unstructured":"Kimeldorf, G.S., Wahba, G.: A correspondence between Bayesian estimation on stochastic processes and smoothing by splines. Ann. Math. Stat. 41(2), 495\u2013502 (1970)","journal-title":"Ann. Math. Stat."},{"key":"42_CR16","doi-asserted-by":"crossref","unstructured":"Cristianini, N., Shawe-Taylor, J., Elisseeff, A., Kandola, J.S.: On kernel-target alignment. In: NIPS, pp. 367\u2013373 (2002)","DOI":"10.7551\/mitpress\/1120.003.0052"},{"key":"42_CR17","unstructured":"Cortes, C., Mohri, M., Rostamizadeh, A.: Two-stage learning kernel algorithms. In: ICML, pp. 239\u2013246 (2010)"},{"key":"42_CR18","unstructured":"Wright, J.N.S.J.: Numerical optimization"},{"issue":"8","key":"42_CR19","doi-asserted-by":"publisher","first-page":"2298","DOI":"10.1109\/TSP.2004.831028","volume":"52","author":"M S\u00e1nchez-Fern\u00e1ndez","year":"2004","unstructured":"S\u00e1nchez-Fern\u00e1ndez, M., de Prado-Cumplido, M., Arenas-Garc\u00eda, J., P\u00e9rez-Cruz, F.: SVM multiregression for nonlinear channel estimation in multiple-input multiple-output systems. IEEE Trans. Signal Process. 52(8), 2298\u20132307 (2004)","journal-title":"IEEE Trans. Signal Process."},{"key":"42_CR20","unstructured":"Nie, F., Huang, H., Cai, X., Ding, C.H.: Efficient and robust feature selection via joint 2, 1-norms minimization. In: NIPS, pp. 1813\u20131821 (2010)"},{"key":"42_CR21","unstructured":"Spinal Deformity Study Group, Radiographic Measurement Manual, Medtronic Sofamor Danek USA (2008)"},{"key":"42_CR22","doi-asserted-by":"crossref","unstructured":"Dalal, N., Triggs, B.: Histograms of oriented gradients for human detection. In: CVPR, vol. 1, pp. 886\u2013893, IEEE (2005)","DOI":"10.1109\/CVPR.2005.177"},{"issue":"4","key":"42_CR23","doi-asserted-by":"publisher","first-page":"563","DOI":"10.1016\/j.media.2010.04.002","volume":"14","author":"SK Zhou","year":"2010","unstructured":"Zhou, S.K.: Shape regression machine and efficient segmentation of left ventricle endocardium from 2D B-mode echocardiogram. Med. Image Anal. 14(4), 563\u2013581 (2010)","journal-title":"Med. Image Anal."}],"container-title":["Lecture Notes in Computer Science","Information Processing in Medical Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-59050-9_42","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T18:54:09Z","timestamp":1750272849000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-59050-9_42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319590493","9783319590509"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-59050-9_42","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"23 May 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IPMI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Information Processing in Medical Imaging","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Boone","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 June 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ipmi2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ipmi2017.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}