{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T06:49:14Z","timestamp":1767422954278,"version":"3.41.0"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319661841"},{"type":"electronic","value":"9783319661858"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-66185-8_9","type":"book-chapter","created":{"date-parts":[[2017,9,3]],"date-time":"2017-09-03T19:32:47Z","timestamp":1504467167000},"page":"75-82","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":31,"title":["Semi-supervised Segmentation of Optic Cup in Retinal Fundus Images Using Variational Autoencoder"],"prefix":"10.1007","author":[{"given":"Suman","family":"Sedai","sequence":"first","affiliation":[]},{"given":"Dwarikanath","family":"Mahapatra","sequence":"additional","affiliation":[]},{"given":"Sajini","family":"Hewavitharanage","sequence":"additional","affiliation":[]},{"given":"Stefan","family":"Maetschke","sequence":"additional","affiliation":[]},{"given":"Rahil","family":"Garnavi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,9,4]]},"reference":[{"key":"9_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"747","DOI":"10.1007\/978-3-319-10404-1_93","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2014","author":"A Chakravarty","year":"2014","unstructured":"Chakravarty, A., Sivaswamy, J.: Coupled sparse dictionary for depth-based cup segmentation from single color fundus image. In: Golland, P., Hata, N., Barillot, C., Hornegger, J., Howe, R. (eds.) MICCAI 2014. LNCS, vol. 8673, pp. 747\u2013754. Springer, Cham (2014). doi:10.1007\/978-3-319-10404-1_93"},{"issue":"6","key":"9_CR2","doi-asserted-by":"publisher","first-page":"1523","DOI":"10.1109\/TBME.2012.2187293","volume":"59","author":"GD Joshi","year":"2012","unstructured":"Joshi, G.D., Sivaswamy, J., Krishnadas, S.R.: Depth discontinuity-based cup segmentation from multiview color retinal images. IEEE Trans. Biomed. Eng. 59(6), 1523\u20131531 (2012)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"9_CR3","unstructured":"S\u00f8nderby, C.K., Raiko, T., Maal\u00f8e, L., S\u00f8nderby, S.K., Winther, O.: Ladder variational autoencoders. arXiv e-prints, February 2016"},{"key":"9_CR4","unstructured":"Kingma, D.P., Rezende, D.J., Mohamed, S., Welling, M.: Semi-supervised learning with deep generative models. arXiv e-prints, June 2014"},{"key":"9_CR5","unstructured":"Kingma, D.P., Welling, M.: Auto-encoding variational Bayes (2013). CoRR, abs\/1312.6114"},{"key":"9_CR6","series-title":"IFMBE Proceedings","doi-asserted-by":"publisher","first-page":"559","DOI":"10.1007\/978-3-540-92841-6_137","volume-title":"13th International Conference on Biomedical Engineering","author":"J Liu","year":"2009","unstructured":"Liu, J., Wong, D.W.K., Lim, J.H., Li, H., Tan, N.M., Zhang, Z., Wong, T.Y., Lavanya, R.: ARGALI: an automatic cup-to-disc ratio measurement system for glaucoma analysis using level-set image processing. In: Lim, C.T., Goh, J.C.H. (eds.) 13th International Conference on Biomedical Engineering. IFMBE Proceedings, vol. 23, pp. 559\u2013562. Springer, Heidelberg (2009). doi:10.1007\/978-3-540-92841-6_137"},{"key":"9_CR7","doi-asserted-by":"crossref","unstructured":"Liu, Y., Xing, Z., Deng, C., Li, P., Guo, M.: Automatically detecting lung nodules based on shape descriptor and semi-supervised learning. In: 2010 International Conference on Computer Application and System Modeling (ICCASM 2010), vol. 1, pp. V1-647\u2013V1-650, October 2010","DOI":"10.1109\/ICCASM.2010.5619447"},{"key":"9_CR8","doi-asserted-by":"crossref","unstructured":"Long, J., Shelhamer, E., Darrell, T.: Fully convolutional networks for semantic segmentation. In: IEEE Conference on CVPR, pp. 3431\u20133440 (2015)","DOI":"10.1109\/CVPR.2015.7298965"},{"key":"9_CR9","unstructured":"Maal\u00f8e, L., S\u00f8nderby, C.K., S\u00f8nderby, S.K., Winther, O.: Auxiliary deep generative models. arXiv e-prints, February 2016"},{"key":"9_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"140","DOI":"10.1007\/978-3-319-46723-8_17","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2016","author":"K-K Maninis","year":"2016","unstructured":"Maninis, K.-K., Pont-Tuset, J., Arbel\u00e1ez, P., Van Gool, L.: Deep retinal image understanding. In: Ourselin, S., Joskowicz, L., Sabuncu, M.R., Unal, G., Wells, W. (eds.) MICCAI 2016. LNCS, vol. 9901, pp. 140\u2013148. Springer, Cham (2016). doi:10.1007\/978-3-319-46723-8_17"},{"issue":"4","key":"9_CR11","doi-asserted-by":"publisher","first-page":"1492","DOI":"10.1016\/j.eswa.2013.08.046","volume":"41","author":"NM Portela","year":"2014","unstructured":"Portela, N.M., Cavalcanti, G.D.C., Ren, T.I.: Semi-supervised clustering for MR brain image segmentation. Expert Syst. Appl. 41(4), 1492\u20131497 (2014)","journal-title":"Expert Syst. Appl."},{"issue":"3","key":"9_CR12","doi-asserted-by":"publisher","first-page":"262","DOI":"10.1136\/bjo.2005.081224","volume":"90","author":"HA Quigley","year":"2006","unstructured":"Quigley, H.A., Broman, A.T.: The number of people with glaucoma worldwide in 2010 and 2020. Br. J. Ophthalmol. 90(3), 262\u2013267 (2006)","journal-title":"Br. J. Ophthalmol."},{"key":"9_CR13","first-page":"234","volume-title":"Lecture Notes in Computer Science","author":"Olaf Ronneberger","year":"2015","unstructured":"Ronneberger, O., Fischer, P., Brox, T.: U-Net: convolutional networks for biomedical image segmentation (2015). CoRR, abs\/1505.04597"},{"key":"9_CR14","doi-asserted-by":"crossref","unstructured":"Sedai, S., Roy, P., Mahapatra, D., Garnavi, R.: Segmentation of optic disc and optic cup in retinal fundus images using coupled shape regression. In: Proceedings of the OMIA Workshop, pp. 1\u20138 (2016)","DOI":"10.17077\/omia.1040"},{"key":"9_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"788","DOI":"10.1007\/978-3-319-10404-1_98","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2014","author":"Y Xu","year":"2014","unstructured":"Xu, Y., Duan, L., Lin, S., Chen, X., Wong, D.W.K., Wong, T.Y., Liu, J.: Optic cup segmentation for glaucoma detection using low-rank superpixel representation. In: Golland, P., Hata, N., Barillot, C., Hornegger, J., Howe, R. (eds.) MICCAI 2014. LNCS, vol. 8673, pp. 788\u2013795. Springer, Cham (2014). doi:10.1007\/978-3-319-10404-1_98"},{"issue":"10\u201311","key":"9_CR16","doi-asserted-by":"publisher","first-page":"2314","DOI":"10.1016\/j.patcog.2011.01.007","volume":"44","author":"X You","year":"2011","unstructured":"You, X., Peng, Q., Yuan, Y., Cheung, Y., Lei, J.: Segmentation of retinal blood vessels using the radial projection and semi-supervised approach. Pattern Recogn. 44(10\u201311), 2314\u20132324 (2011)","journal-title":"Pattern Recogn."}],"container-title":["Lecture Notes in Computer Science","Medical Image Computing and Computer-Assisted Intervention \u2212 MICCAI 2017"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-66185-8_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T14:37:56Z","timestamp":1750862276000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-66185-8_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319661841","9783319661858"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-66185-8_9","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"4 September 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"MICCAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Medical Image Computing and Computer-Assisted Intervention","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Quebec City, QC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","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":"10 September 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"miccai2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.miccai2017.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}