{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T10:37:37Z","timestamp":1781779057657,"version":"3.54.5"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2018,9,22]],"date-time":"2018-09-22T00:00:00Z","timestamp":1537574400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61572076"],"award-info":[{"award-number":["61572076"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100014380","name":"Beijing Advanced Innovation Center for Imaging Technology","doi-asserted-by":"crossref","award":["--"],"award-info":[{"award-number":["--"]}],"id":[{"id":"10.13039\/100014380","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2019,5]]},"DOI":"10.1007\/s11042-018-6645-6","type":"journal-article","created":{"date-parts":[[2018,9,22]],"date-time":"2018-09-22T17:27:47Z","timestamp":1537637267000},"page":"11291-11311","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["A mobilized automatic human body measure system using neural network"],"prefix":"10.1007","volume":"78","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9593-2737","authenticated-orcid":false,"given":"Likun","family":"Xia","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jian","family":"Yang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tao","family":"Han","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huiming","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qi","family":"Yang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yitian","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yongtian","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,9,22]]},"reference":[{"key":"6645_CR1","first-page":"80","volume":"19","author":"A Adikari","year":"2017","unstructured":"Adikari A, Ganegoda N, Wanniarachchi W (2017) Non-contact human body parameter measurement based on Kinect sensor, IOSRJ. Comput Eng 19:80\u201385","journal-title":"Comput Eng"},{"key":"6645_CR2","doi-asserted-by":"crossref","unstructured":"Boykov YY, Jolly M-P (2001) Interactive graph cuts for optimal boundary & region segmentation of objects in ND images. Comput Vis 2001 ICCV 2001 Proc Eighth IEEE Int Conf IEEE: 105\u2013112","DOI":"10.1109\/ICCV.2001.937505"},{"key":"6645_CR3","doi-asserted-by":"crossref","unstructured":"Chen G-Q, Kong H-Y, Tan F, Huang L, Liu G-L (2011) Research of non-contact 2D body measurement system, in: Control Autom Syst Eng CASE 2011 Int Conf IEEE: 1\u20134","DOI":"10.1109\/ICCASE.2011.5997568"},{"key":"6645_CR4","doi-asserted-by":"publisher","first-page":"569","DOI":"10.1109\/TPAMI.2014.2345401","volume":"37","author":"M-M Cheng","year":"2015","unstructured":"Cheng M-M, Mitra NJ, Huang X, Torr PH, Hu S-M (2015) Global contrast based salient region detection. IEEE Trans Pattern Anal Mach Intell 37:569\u2013582","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"6645_CR5","unstructured":"Choi W | Tailor Measure App Available on the App Store Now. \n                    http:\/\/wingchoi.com\/ibody-measures\/\n                    \n                   (accessed June 20, 2017)"},{"key":"6645_CR6","unstructured":"D\u2019Apuzzo N, Gruen A (2009) Recent advances in 3D full body scanning with applications to fashion and apparel, opt. 3- Meas. Tech IX"},{"key":"6645_CR7","doi-asserted-by":"crossref","unstructured":"Daanen HA, Taylor SE, Brunsman MA, Nurre JH Absolute accuracy of the Cyberware WB4 whole-body scanner. Electron. Imaging 97 Int Soc Opt Photo 1997:6\u201312","DOI":"10.21236\/ADA327818"},{"key":"6645_CR8","unstructured":"Dao N-L, Deng T, Cai J (2014) Fast and automatic body circular measurement based on a single Kinect. Asia-Pac Sign Inf Proces Assoc 2014 Annu Summit Conf APSIPA IEEE: 1\u20134"},{"key":"6645_CR9","volume-title":"Applications of neural networks","author":"E Davalo","year":"1991","unstructured":"Davalo E, Na\u00efm P (1991) Applications of neural networks. Macmillan Education, UK"},{"key":"6645_CR10","unstructured":"DITUS. \n                    http:\/\/www.leatech.net\/plus\/view.php?aid=338\n                    \n                   (accessed June 20, 2017)"},{"key":"6645_CR11","doi-asserted-by":"publisher","first-page":"230","DOI":"10.4156\/jdcta.vol7.issue5.28","volume":"7","author":"L Geng","year":"2013","unstructured":"Geng L, Xiao Z, Wu J, Zhang F, Miao J (2013) Monocular vision distance measurement method based on dynamic error compensation. Int J Digit Content Technol Appl 7:230\u2013239","journal-title":"Int J Digit Content Technol Appl"},{"key":"6645_CR12","doi-asserted-by":"crossref","unstructured":"Hurley JD, Demers MH, Wulpern RC, Grindon JR (1997) Body measurement system using white light projected patterns for made-to-measure apparel. Opt Sci Eng Instrumentation97 Int Soc Optics Photo: 212\u2013223","DOI":"10.1117\/12.277751"},{"key":"6645_CR13","unstructured":"Indiegogo: From concept to market with crowdfunding. \n                    https:\/\/www.indiegogo.com\/#\/picks_for_you\n                    \n                   (accessed June 20, 2017)"},{"key":"6645_CR14","unstructured":"IWODE. \n                    http:\/\/www.iwode.com\/comments-media-reports\/item\/14-iwode-%20app.html\n                    \n                   (accessed June 20, 2017)"},{"key":"6645_CR15","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1016\/S0160-9327(89)80004-3","volume":"13","author":"PR Jones","year":"1989","unstructured":"Jones PR, West GM, Harris DH, Read JB (1989) The Loughborough anthropometric shadow scanner (LASS). Endeavour 13:162\u2013168","journal-title":"Endeavour"},{"key":"6645_CR16","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/101.589258","volume":"13","author":"K Kaufmann","year":"1997","unstructured":"Kaufmann K (1997) Invasion of the body scanners. IEEE Circ Dev Mag 13:12\u201317","journal-title":"IEEE Circ Dev Mag"},{"key":"6645_CR17","first-page":"1137","volume":"14","author":"R Kohavi","year":"1995","unstructured":"Kohavi R (1995) A study of cross-validation and bootstrap for accuracy estimation and model selection. IJCAI 14:1137\u20131145","journal-title":"IJCAI"},{"key":"6645_CR18","doi-asserted-by":"publisher","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun Y, Bengio Y, Hinton G (2015) Deep learning. Nature 521:436\u2013444","journal-title":"Nature"},{"key":"6645_CR19","unstructured":"Li J (2017) Binocular vision measurement method for relative position and attitude based on dual-quaternion, J Mod Opt: 1\u20138"},{"key":"6645_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11633-016-1052-9","volume":"14","author":"X L-Y","year":"2017","unstructured":"L-Y X, Z-Q Cao P, Zhao C, Zhou A (2017) New monocular vision measurement method to estimate 3D positions of objects on floor. Int J Autom Comput 14:1\u201310","journal-title":"Int J Autom Comput"},{"key":"6645_CR21","doi-asserted-by":"publisher","first-page":"942","DOI":"10.1364\/AO.9.000942","volume":"9","author":"DM Meadows","year":"1970","unstructured":"Meadows DM, Johnson WO, Allen JB (1970) Generation of surface contours by moir\u00e9 patterns. Appl Opt 9:942\u2013947","journal-title":"Appl Opt"},{"key":"6645_CR22","unstructured":"Pargas R (1998) Automating information extraction from 3D scan data. DTIC Document"},{"key":"6645_CR23","unstructured":"Peng S, Sun X, Liu G, Yang A (2005) Survey on 3D human body auto measurement technology. Appl Res Comput"},{"key":"6645_CR24","doi-asserted-by":"crossref","unstructured":"Perez JM, Schreiner S, Gorton GE (2006) Evaluation of the VITUS smart laser scanner for accuracy, resolution and repeatability for clinical assessment of pectus deformities and scoliosis. Bioeng Conf 2006 Proc IEEE 32nd Annu Northeast IEEE: 33\u201334","DOI":"10.1109\/NEBC.2006.1629738"},{"key":"6645_CR25","doi-asserted-by":"publisher","first-page":"e831","DOI":"10.7717\/peerj.831","volume":"3","author":"KE Peyer","year":"2015","unstructured":"Peyer KE, Morris M, Sellers WI (2015) Subject-specific body segment parameter estimation using 3D photogrammetry with multiple cameras. Peer J 3:e831","journal-title":"Peer J"},{"issue":"3","key":"6645_CR26","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1145\/1015706.1015720","volume":"23","author":"Carsten Rother","year":"2004","unstructured":"Rother C, Kolmogorov V, Blake A (2004) Grabcut: interactive foreground extraction using iterated graph cuts. ACM Trans Graph TOG ACM: 309\u2013314","journal-title":"ACM Transactions on Graphics"},{"key":"6645_CR27","unstructured":"Schnitzer JK, Rice DJ, Robert Iii CF, Zajkowski AJ (2003) Data Normalization, US"},{"key":"6645_CR28","unstructured":"Simmons KP (2001) Body measurement techniques: a comparison of three-dimensional body scanning and physical anthropometric methods, North Carolina State University"},{"key":"6645_CR29","doi-asserted-by":"crossref","unstructured":"Tang M, Gorelick L, Veksler O, Boykov Y (2013) Grabcut in one cut. Proc IEEE Int Conf Comput Vis: 1769\u20131776","DOI":"10.1109\/ICCV.2013.222"},{"key":"6645_CR30","doi-asserted-by":"publisher","first-page":"643","DOI":"10.1109\/TVCG.2012.56","volume":"18","author":"J Tong","year":"2012","unstructured":"Tong J, Zhou J, Liu L, Pan Z, Yan H (2012) Scanning 3d full human bodies using kinects. IEEE Trans Vis Comput Graph 18:643\u2013650","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"7","key":"6645_CR31","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1109\/MC.2007.225","volume":"40","author":"Philip Treleaven","year":"2007","unstructured":"Treleaven P, Wells J (2007) 3D body scanning and healthcare applications. Computer 40","journal-title":"Computer"},{"key":"6645_CR32","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1016\/j.measurement.2014.10.044","volume":"61","author":"T Uhm","year":"2015","unstructured":"Uhm T, Park H, Park J-I (2015) Fully vision-based automatic human body measurement system for apparel application. Measurement 61:169\u2013179","journal-title":"Measurement"},{"key":"6645_CR33","unstructured":"VisImage Systems-Technical Information-BoSS-21 Principle. \n                    http:\/\/www.vis.ca\/product.asp?id=17\n                    \n                   (accessed June 20, 2017)"},{"key":"6645_CR34","doi-asserted-by":"crossref","unstructured":"Weiss A, Hirshberg D, Black MJ (2011) Home 3D body scans from noisy image and range data. Comput Vis ICCV 2011 IEEE Int Conf IEEE: 1951\u20131958","DOI":"10.1109\/ICCV.2011.6126465"},{"key":"6645_CR35","unstructured":"Xie Q, Xu J, Nie YY et al. (2008) GB\/T 16160\u20132008 location and method of anthropometric surveys for garments"},{"key":"6645_CR36","unstructured":"Xu HM, Xia LK, Yang Q, Liu YJ, Tang SY, Yang J (2011) Human featured automatic measurement system based on vanishing points (HuFAMS-VP). Contrl Autom Syst Eng CASE 2011 Int Conf IEEE: 1\u20134"},{"key":"6645_CR37","doi-asserted-by":"publisher","first-page":"11362","DOI":"10.3390\/s130911362","volume":"13","author":"H Xu","year":"2013","unstructured":"Xu H, Yu Y, Zhou Y, Li Y, Du S (2013) Measuring accurate body parameters of dressed humans with large-scale motion using a Kinect sensor. Sensors 13:11362\u201311384","journal-title":"Sensors"},{"key":"6645_CR38","doi-asserted-by":"crossref","unstructured":"Yamauchi K, Sato Y (2006) 3D human body measurement by multiple range images. Pattern Recogn 2006 ICPR 2006 18th Int Conf IEEE: 833\u2013836","DOI":"10.1109\/ICPR.2006.26"},{"issue":"1","key":"6645_CR39","doi-asserted-by":"publisher","first-page":"220","DOI":"10.1109\/TITS.2017.2749977","volume":"19","author":"CG Yan","year":"2018","unstructured":"Yan CG, Xie HT, Liu S, Yin J, Zhang YD, Dai QH (2018) Effective Uyghur language text detection in complex background images for traffic prompt identification. IEEE Trans Intell Transp Syst 19(1):220\u2013229","journal-title":"IEEE Trans Intell Transp Syst"},{"issue":"1","key":"6645_CR40","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1109\/TITS.2017.2749965","volume":"19","author":"CG Yan","year":"2018","unstructured":"Yan CG, Xie HT, Yang DB, Yin J, Zhang YD, Dai QH (2018) Supervised hash coding with deep neural network for environment perception of intelligent vehicles. IEEE Trans Intell Transp Syst 19(1):284\u2013295","journal-title":"IEEE Trans Intell Transp Syst"},{"key":"6645_CR41","unstructured":"Yu W, Harlock S, Yeung K (1995) Contour measurements of moulded brassiere cups using a shadow moire technique. Proc Third Asian Text Conf Hong Kong: 300\u20138"},{"key":"6645_CR42","unstructured":"Yuan T. \n                    http:\/\/xuguojun.51sole.com\/\n                    \n                   (accessed June 20, 2017)"},{"key":"6645_CR43","unstructured":"Zhang Q, Gupta KC (2000) Neural Network for RF and microwave design (Book+ Neuromodeler Disk), Artech House, Inc"},{"key":"6645_CR44","doi-asserted-by":"crossref","unstructured":"Zhang X, Zhu L, Chu L (2011) Evaluation of coded structured light methods using ground truth. Cybern Intell Syst CIS 2011 IEEE 5th Int Conf IEEE: 117\u2013123","DOI":"10.1109\/ICCIS.2011.6070312"},{"key":"6645_CR45","doi-asserted-by":"publisher","first-page":"1797","DOI":"10.1109\/TMI.2015.2409024","volume":"34","author":"Y Zhao","year":"2015","unstructured":"Zhao Y, Rada L, Chen K, Harding SP, Zheng Y (2015) Automated vessel segmentation using infinite perimeter active contour model with hybrid region information with application to retinal images. IEEE Trans Med Imaging 34:1797\u20131807","journal-title":"IEEE Trans Med Imaging"},{"key":"6645_CR46","first-page":"018","volume":"4","author":"XJ Zhou","year":"2008","unstructured":"Zhou XJ (2008) Reconstructing 3D virtual humans from photo-realistic images. J Southeast Univ Nat Sci Ed 4:018","journal-title":"J Southeast Univ Nat Sci Ed"},{"key":"6645_CR47","first-page":"90","volume":"32","author":"P Zhou","year":"2005","unstructured":"Zhou P, Wang CJ, Chen X (2005) Monocular computer vision measurement system. Opto-Electron Eng 32:90\u201393","journal-title":"Opto-Electron Eng"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6645-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-018-6645-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6645-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,21]],"date-time":"2019-09-21T19:10:16Z","timestamp":1569093016000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-018-6645-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,9,22]]},"references-count":47,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2019,5]]}},"alternative-id":["6645"],"URL":"https:\/\/doi.org\/10.1007\/s11042-018-6645-6","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,9,22]]},"assertion":[{"value":"19 January 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 August 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 September 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 September 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}