{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T10:58:56Z","timestamp":1740135536757,"version":"3.37.3"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,12,23]],"date-time":"2024-12-23T00:00:00Z","timestamp":1734912000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2024,12,23]],"date-time":"2024-12-23T00:00:00Z","timestamp":1734912000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"National Key Research and Development Program of China","award":["2021YFC2701402"],"award-info":[{"award-number":["2021YFC2701402"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["BMC Med Imaging"],"DOI":"10.1186\/s12880-024-01507-x","type":"journal-article","created":{"date-parts":[[2024,12,23]],"date-time":"2024-12-23T09:08:50Z","timestamp":1734944930000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Comparison and analysis of deep learning models for discriminating longitudinal and oblique vaginal septa based on ultrasound imaging"],"prefix":"10.1186","volume":"24","author":[{"given":"Xiangyu","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xin","family":"Hou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jingfang","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3414-6158","authenticated-orcid":false,"given":"Xiangyi","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,12,23]]},"reference":[{"issue":"3","key":"1507_CR1","doi-asserted-by":"publisher","first-page":"408","DOI":"10.1016\/j.fertnstert.2019.07.005","volume":"112","author":"A Ludwin","year":"2019","unstructured":"Ludwin A, Pfeifer SM. Reproductive surgery for m\u00fcllerian anomalies: a review of progress in the last decade. Fertil Steril. 2019;112(3):408\u201316.","journal-title":"Fertil Steril"},{"issue":"6","key":"1507_CR2","doi-asserted-by":"publisher","first-page":"1857","DOI":"10.1148\/rg.2021210022","volume":"41","author":"MD Sugi","year":"2021","unstructured":"Sugi MD, Penna R, Jha P, P\u014dder L, Behr SC, Courtier J, Mok-Lin E, Rabban JT, Choi HH. M\u00fcllerian Duct anomalies: role in fertility and pregnancy. Radiographics. 2021;41(6):1857\u201375.","journal-title":"Radiographics"},{"issue":"30","key":"1507_CR3","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.2118054119","volume":"119","author":"VD Venkata","year":"2022","unstructured":"Venkata VD, Jamaluddin MFB, Goad J, Drury HR, Tadros MA, Lim R, Karakoti A, O\u2019Sullivan R, Ius Y, Jaaback K, et al. Development and characterization of human fetal female reproductive tract organoids to understand M\u00fcllerian duct anomalies. Proc Natl Acad Sci U S A. 2022;119(30): e2118054119.","journal-title":"Proc Natl Acad Sci U S A"},{"issue":"5","key":"1507_CR4","doi-asserted-by":"publisher","first-page":"1238","DOI":"10.1016\/j.fertnstert.2021.09.025","volume":"116","author":"SM Pfeifer","year":"2021","unstructured":"Pfeifer SM, Attaran M, Goldstein J, Lindheim SR, Petrozza JC, Rackow BW, Siegelman E, Troiano R, Winter T, Zuckerman A, et al. ASRM m\u00fcllerian anomalies classification 2021. Fertil Steril. 2021;116(5):1238\u201352.","journal-title":"Fertil Steril"},{"issue":"4","key":"1507_CR5","first-page":"550","volume":"48","author":"J Jiang","year":"2023","unstructured":"Jiang J, Yi S. Clinical features of 102 patients with different types of Herlyn-Werner-Wunderlich syndrome. Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2023;48(4):550\u20136.","journal-title":"Zhong Nan Da Xue Xue Bao Yi Xue Ban"},{"issue":"8","key":"1507_CR6","doi-asserted-by":"publisher","first-page":"2771","DOI":"10.1016\/j.radcr.2023.05.024","volume":"18","author":"AL Borges","year":"2023","unstructured":"Borges AL, Sanha N, Pereira H, Martins A, Costa C. Herlyn-Werner-Wunderlich syndrome also known as obstructed hemivagina and ipsilateral renal anomaly: a case report and a comprehensive review of literature. Radiol Case Rep. 2023;18(8):2771\u201384.","journal-title":"Radiol Case Rep"},{"issue":"8","key":"1507_CR7","doi-asserted-by":"publisher","first-page":"3731","DOI":"10.1080\/01443615.2022.2158313","volume":"42","author":"Y Zhang","year":"2022","unstructured":"Zhang Y, Liu Q. Diagnosis and treatment of 46 patients with oblique vaginal septum syndrome. J Obstet Gynaecol. 2022;42(8):3731\u20136.","journal-title":"J Obstet Gynaecol"},{"issue":"3","key":"1507_CR8","first-page":"2066","volume":"16","author":"YH Gai","year":"2018","unstructured":"Gai YH, Fan HL, Yan Y, Cai SF, Zhang YZ, Song RX, Song SL. Ultrasonic evaluation of congenital vaginal oblique septum syndrome: a study of 21 cases. Exp Ther Med. 2018;16(3):2066\u201370.","journal-title":"Exp Ther Med"},{"issue":"4","key":"1507_CR9","doi-asserted-by":"publisher","first-page":"899","DOI":"10.1016\/j.fertnstert.2020.06.014","volume":"114","author":"A Ludwin","year":"2020","unstructured":"Ludwin A, Lindheim SR, Bhagavath B, Martins WP, Ludwin I. Longitudinal vaginal septum: a proposed classification and surgical management. Fertil Steril. 2020;114(4):899\u2013901.","journal-title":"Fertil Steril"},{"issue":"3","key":"1507_CR10","doi-asserted-by":"publisher","first-page":"336","DOI":"10.1002\/uog.12536","volume":"43","author":"C Bermejo","year":"2014","unstructured":"Bermejo C, Mart\u00ednez-Ten P, Recio M, Ruiz-L\u00f3pez L, D\u00edaz D, Illescas T. Three-dimensional ultrasound and magnetic resonance imaging assessment of cervix and vagina in women with uterine malformations. Ultrasound Obstet Gynecol. 2014;43(3):336\u201345.","journal-title":"Ultrasound Obstet Gynecol"},{"issue":"3","key":"1507_CR11","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1016\/j.jmig.2013.10.014","volume":"21","author":"A Berger","year":"2014","unstructured":"Berger A, Batzer F, Lev-Toaff A, Berry-Roberts C. Diagnostic imaging modalities for M\u00fcllerian anomalies: the case for a new gold standard. J Minim Invasive Gynecol. 2014;21(3):335\u201345.","journal-title":"J Minim Invasive Gynecol"},{"key":"1507_CR12","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1016\/j.ejogrb.2015.11.010","volume":"197","author":"AM Ergenoglu","year":"2016","unstructured":"Ergenoglu AM, Sahin \u00c7, \u015eim\u015fek D, Akdemir A, Yeniel A, Yerli H, Sendag F. Comparison of three-dimensional ultrasound and magnetic resonance imaging diagnosis in surgically proven M\u00fcllerian duct anomaly cases. Eur J Obstet Gynecol Reprod Biol. 2016;197:22\u20136.","journal-title":"Eur J Obstet Gynecol Reprod Biol"},{"issue":"1","key":"1507_CR13","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1093\/humrep\/dev264","volume":"31","author":"GF Grimbizis","year":"2016","unstructured":"Grimbizis GF, Di Spiezio Sardo A, Saravelos SH, Gordts S, Exacoustos C, Van Schoubroeck D, Bermejo C, Amso NN, Nargund G, Timmerman D, et al. The Thessaloniki ESHRE\/ESGE consensus on diagnosis of female genital anomalies. Hum Reprod. 2016;31(1):2\u20137.","journal-title":"Hum Reprod"},{"issue":"4","key":"1507_CR14","doi-asserted-by":"publisher","first-page":"644","DOI":"10.1016\/j.ajog.2022.06.049","volume":"227","author":"PA Romanski","year":"2022","unstructured":"Romanski PA, Bortoletto P, Pfeifer SM, Lindheim SR. An overview and video tutorial to the new interactive website for the American Society for Reproductive Medicine M\u00fcllerian anomalies classification 2021. Am J Obstet Gynecol. 2022;227(4):644\u20137.","journal-title":"Am J Obstet Gynecol"},{"issue":"1","key":"1507_CR15","doi-asserted-by":"publisher","first-page":"20042","DOI":"10.1038\/s41598-019-56471-2","volume":"9","author":"C Cheng","year":"2019","unstructured":"Cheng C, Subedi J, Zhang A, Johnson G, Zhao X, Xu D, Guan X. Vaginoscopic incision of Oblique Vaginal Septum in adolescents with OHVIRA Syndrome. Sci Rep. 2019;9(1):20042.","journal-title":"Sci Rep"},{"key":"1507_CR16","doi-asserted-by":"publisher","first-page":"10","DOI":"10.1016\/j.media.2019.02.010","volume":"54","author":"J Zhang","year":"2019","unstructured":"Zhang J, Xie Y, Wu Q, Xia Y. Medical image classification using synergic deep learning. Med Image Anal. 2019;54:10\u20139.","journal-title":"Med Image Anal"},{"key":"1507_CR17","doi-asserted-by":"publisher","first-page":"102444","DOI":"10.1016\/j.media.2022.102444","volume":"79","author":"X Chen","year":"2022","unstructured":"Chen X, Wang X, Zhang K, Fung KM, Thai TC, Moore K, Mannel RS, Liu H, Zheng B, Qiu Y. Recent advances and clinical applications of deep learning in medical image analysis. Med Image Anal. 2022;79:102444.","journal-title":"Med Image Anal"},{"issue":"2","key":"1507_CR18","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1002\/uog.26130","volume":"62","author":"R Ramirez Zegarra","year":"2023","unstructured":"Ramirez Zegarra R, Ghi T. Use of artificial intelligence and deep learning in fetal ultrasound imaging. Ultrasound Obstet Gynecol. 2023;62(2):185\u201394.","journal-title":"Ultrasound Obstet Gynecol"},{"issue":"4","key":"1507_CR19","doi-asserted-by":"publisher","first-page":"579","DOI":"10.1002\/uog.21967","volume":"56","author":"HN Xie","year":"2020","unstructured":"Xie HN, Wang N, He M, Zhang LH, Cai HM, Xian JB, Lin MF, Zheng J, Yang YZ. Using deep-learning algorithms to classify fetal brain ultrasound images as normal or abnormal. Ultrasound Obstet Gynecol. 2020;56(4):579\u201387.","journal-title":"Ultrasound Obstet Gynecol"},{"issue":"7","key":"1507_CR20","doi-asserted-by":"publisher","first-page":"769","DOI":"10.1515\/jpm-2024-0122","volume":"52","author":"Y Li","year":"2024","unstructured":"Li Y, Cai P, Huang Y, Yu W, Liu Z, Liu P. Deep learning based detection and classification of fetal lip in ultrasound images. J Perinat Med. 2024;52(7):769\u201377.","journal-title":"J Perinat Med"},{"key":"1507_CR21","doi-asserted-by":"crossref","unstructured":"Vafaeezadeh M, Behnam H, Gifani P. Ultrasound Image Analysis with Vision transformers-Review. Diagnostics (Basel). 2024;14(5):542.","DOI":"10.3390\/diagnostics14050542"},{"issue":"6","key":"1507_CR22","doi-asserted-by":"publisher","first-page":"3672","DOI":"10.1109\/JBHI.2022.3218577","volume":"28","author":"S Qiao","year":"2024","unstructured":"Qiao S, Pang S, Sun Y, Luo G, Yin W, Zhao Y, Pan S, Lv Z. SPReCHD: four-Chamber Semantic Parsing Network for recognizing fetal congenital heart disease in Medical Metaverse. IEEE J Biomed Health Inf. 2024;28(6):3672\u201382.","journal-title":"IEEE J Biomed Health Inf"},{"key":"1507_CR23","first-page":"770","volume":"2015","author":"K He","year":"2016","unstructured":"He K, Zhang X, Ren S, Sun J. Deep Residual Learning for Image Recognition. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2016;2015:770\u20138.","journal-title":"IEEE Conference on Computer Vision and Pattern Recognition (CVPR)"},{"key":"1507_CR24","first-page":"11976","volume":"11966","author":"Z Liu","year":"2022","unstructured":"Liu Z, Mao H, Wu C, Feichtenhofer C, Darrell T, Xie S. A ConvNet for the 2020s. 2022 IEEE\/CVF Conf Comput Vis Pattern Recognit (CVPR). 2022;11966:11976.","journal-title":"2022 IEEE\/CVF Conf Comput Vis Pattern Recognit (CVPR)"},{"issue":"8","key":"1507_CR25","first-page":"534","volume":"53","author":"Y Wang","year":"2018","unstructured":"Wang Y, Lin Q, Sun ZJ, Jiang B, Hou B, Lu JJ, Zhu L, Feng F, Jin ZY, Lang JH. [Value of MRI in the pre-operative diagnosis and classification of oblique vaginal septum syndrome]. Zhonghua Fu Chan Ke Za Zhi. 2018;53(8):534\u20139.","journal-title":"Zhonghua Fu Chan Ke Za Zhi"},{"issue":"6","key":"1507_CR26","doi-asserted-by":"publisher","first-page":"1228","DOI":"10.1016\/j.jmig.2020.01.011","volume":"27","author":"R Haverland","year":"2020","unstructured":"Haverland R, Wasson M. Longitudinal vaginal septum: Accurate diagnosis and appropriate Surgical Management with Resection. J Minim Invasive Gynecol. 2020;27(6):1228\u20139.","journal-title":"J Minim Invasive Gynecol"},{"key":"1507_CR27","unstructured":"Dosovitskiy A, Beyer L, Kolesnikov A, Weissenborn D, Zhai X, Unterthiner T, Dehghani M, Minderer M, Heigold G, Gelly S et al. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. ArXiv\u00a0e-prints.\u00a02020:arXiv:2010.11929."},{"issue":"5","key":"1507_CR28","doi-asserted-by":"publisher","first-page":"713","DOI":"10.1007\/s13244-016-0515-4","volume":"7","author":"P Aci\u00e9n","year":"2016","unstructured":"Aci\u00e9n P, Aci\u00e9n M. Diagnostic imaging and cataloguing of female genital malformations. Insights Imaging. 2016;7(5):713\u201326.","journal-title":"Insights Imaging"},{"issue":"4","key":"1507_CR29","doi-asserted-by":"publisher","first-page":"352","DOI":"10.4103\/jhrs.JHRS_4_20","volume":"13","author":"A De","year":"2020","unstructured":"De A, Jain A, Tripathi R, Nigam A. Complete uterine septum with cervical duplication and longitudinal vaginal septum: an anomaly supporting alternative Embryological Development. J Hum Reprod Sci. 2020;13(4):352\u20135.","journal-title":"J Hum Reprod Sci"},{"issue":"3","key":"1507_CR30","doi-asserted-by":"publisher","first-page":"512","DOI":"10.1002\/uog.23609","volume":"57","author":"A Ludwin","year":"2021","unstructured":"Ludwin A. Ultrasound at the intersection of art, science and technology: complete septate uterus with longitudinal vaginal septum. Ultrasound Obstet Gynecol. 2021;57(3):512\u20134.","journal-title":"Ultrasound Obstet Gynecol"},{"issue":"1","key":"1507_CR31","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1016\/j.jmig.2019.02.019","volume":"27","author":"I Mazzon","year":"2020","unstructured":"Mazzon I, Gerli S, Di Angelo Antonio S, Assorgi C, Villani V, Favilli A. The technique of vaginal septum as uterine septum: a New Approach for the Hysteroscopic treatment of vaginal septum. J Minim Invasive Gynecol. 2020;27(1):60\u20134.","journal-title":"J Minim Invasive Gynecol"}],"container-title":["BMC Medical Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s12880-024-01507-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1186\/s12880-024-01507-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s12880-024-01507-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,23]],"date-time":"2024-12-23T10:02:16Z","timestamp":1734948136000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcmedimaging.biomedcentral.com\/articles\/10.1186\/s12880-024-01507-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,23]]},"references-count":31,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["1507"],"URL":"https:\/\/doi.org\/10.1186\/s12880-024-01507-x","relation":{},"ISSN":["1471-2342"],"issn-type":[{"type":"electronic","value":"1471-2342"}],"subject":[],"published":{"date-parts":[[2024,12,23]]},"assertion":[{"value":"29 August 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 November 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 December 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"This study was approved by the Ethics Review Committee of Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (approval number TJ-IRB20211225). Informed consent was waived for anonymized information of all individual participants included in this study.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"All listed authors have approved the manuscript for publication.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"347"}}