{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T01:53:20Z","timestamp":1774403600642,"version":"3.50.1"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030720865","type":"print"},{"value":"9783030720872","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-72087-2_26","type":"book-chapter","created":{"date-parts":[[2021,3,25]],"date-time":"2021-03-25T04:09:34Z","timestamp":1616645374000},"page":"300-309","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["TwoPath U-Net for Automatic Brain Tumor Segmentation from Multimodal MRI Data"],"prefix":"10.1007","author":[{"given":"Keerati","family":"Kaewrak","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John","family":"Soraghan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gaetano","family":"Di Caterina","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Derek","family":"Grose","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,3,26]]},"reference":[{"issue":"6","key":"26_CR1","doi-asserted-by":"publisher","first-page":"803","DOI":"10.1007\/s00401-016-1545-1","volume":"131","author":"DN Louis","year":"2016","unstructured":"Louis, D.N., et al.: The 2016 world health organization classification of tumors of the central nervous system: a summary. Acta Neuropathol. 131(6), 803\u2013820 (2016). https:\/\/doi.org\/10.1007\/s00401-016-1545-1","journal-title":"Acta Neuropathol."},{"key":"26_CR2","unstructured":"Bakas, S., et al.: Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge. arXiv Prepr. arXiv:1811.02629 (2018)"},{"key":"26_CR3","doi-asserted-by":"publisher","first-page":"629","DOI":"10.1109\/TMI.2007.912817","volume":"27","author":"JJ Corso","year":"2008","unstructured":"Corso, J.J., Sharon, E., Dube, S., El-Saden, S., Sinha, U., Yuille, A.: Efficient multilevel brain tumor segmentation with integrated bayesian model classification. IEEE Trans. Med. Imaging. 27, 629\u2013640 (2008). https:\/\/doi.org\/10.1109\/TMI.2007.912817","journal-title":"IEEE Trans. Med. Imaging."},{"key":"26_CR4","doi-asserted-by":"publisher","first-page":"1993","DOI":"10.1109\/TMI.2014.2377694","volume":"34","author":"BH Menze","year":"2015","unstructured":"Menze, B.H., et al.: The multimodal brain tumor image segmentation benchmark (BRATS). IEEE Trans. Med. Imaging. 34, 1993\u20132024 (2015). https:\/\/doi.org\/10.1109\/TMI.2014.2377694","journal-title":"IEEE Trans. Med. Imaging."},{"key":"26_CR5","doi-asserted-by":"publisher","first-page":"1240","DOI":"10.1109\/TMI.2016.2538465","volume":"35","author":"S Pereira","year":"2016","unstructured":"Pereira, S., Pinto, A., Alves, V., Silva, C.A.: Brain tumor segmentation using convolutional neural networks in MRI images. IEEE Trans. Med. Imaging. 35, 1240\u20131251 (2016). https:\/\/doi.org\/10.1109\/TMI.2016.2538465","journal-title":"IEEE Trans. Med. Imaging."},{"key":"26_CR6","doi-asserted-by":"publisher","unstructured":"Havaei, M., Dutil, F., Pal, C., Larochelle, H., Jodoin, P.-M.: A convolutional neural network approach to brain tumor segmentation. In: Crimi, A., Menze, B., Maier, O., Reyes, M., Handels, H. (eds.) Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2015. LNCS, vol. 9556, pp. 195\u2013208. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-30858-6_17","DOI":"10.1007\/978-3-319-30858-6_17"},{"key":"26_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24553-9","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2015","year":"2015","unstructured":"Navab, N., Hornegger, J., Wells, W.M., Frangi, A.F. (eds.): MICCAI 2015. LNCS, vol. 9349. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-24553-9"},{"key":"26_CR8","doi-asserted-by":"publisher","first-page":"2281","DOI":"10.1109\/TMI.2019.2903562","volume":"38","author":"Z Gu","year":"2019","unstructured":"Gu, Z., et al.: CE-Net: context encoder network for 2D medical image segmentation. IEEE Trans. Med. Imaging. 38, 2281\u20132292 (2019). https:\/\/doi.org\/10.1109\/TMI.2019.2903562","journal-title":"IEEE Trans. Med. Imaging."},{"key":"26_CR9","doi-asserted-by":"publisher","unstructured":"Dong, H., Yang, G., Liu, F., Mo, Y., Guo, Y.: Automatic brain tumor detection and segmentation using u-net based fully convolutional networks. In: Vald\u00e9s Hern\u00e1ndez, M., Gonz\u00e1lez-Castro, V. (eds.) Medical Image Understanding and Analysis. MIUA 2017. CCIS, vol. 723, pp. 506\u2013517. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-60964-5_44","DOI":"10.1007\/978-3-319-60964-5_44"},{"key":"26_CR10","doi-asserted-by":"crossref","unstructured":"Kaewrak, K., Soraghan, J., Caterina, G.D., Grose, D.: Modified U-Net for automatic brain tumor regions segmentation. In: 2019 27th European Signal Processing Conference (EUSIPCO), pp. 1\u20135 (2019)","DOI":"10.23919\/EUSIPCO.2019.8902767"},{"key":"26_CR11","doi-asserted-by":"publisher","unstructured":"Jiang, Z., Ding, C., Liu, M., Tao, D.: Two-stage cascaded u-net: 1st place solution to BraTS challenge 2019 segmentation task. In: Crimi, A., Bakas, S. (eds.) Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2019. LNCS, vol. 11992, pp. 231\u2013241. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-46640-4_22","DOI":"10.1007\/978-3-030-46640-4_22"},{"key":"26_CR12","doi-asserted-by":"publisher","first-page":"170117","DOI":"10.1038\/sdata.2017.117","volume":"4","author":"S Bakas","year":"2017","unstructured":"Bakas, S., et al.: Advancing The Cancer Genome Atlas glioma MRI collections with expert segmentation labels and radiomic features. Sci. Data. 4, 170117 (2017). https:\/\/doi.org\/10.1038\/sdata.2017.117","journal-title":"Sci. Data."},{"key":"26_CR13","unstructured":"Bakas, S., Akbari, H., Sotiras, A.: Segmentation labels for the pre-operative scans of the TCGA-GBM collection. The Cancer Imaging Archive (2017)"},{"key":"26_CR14","unstructured":"Bakas, S., et al.: Segmentation labels and radiomic features for the pre-operative scans of the TCGA-LGG collection. Cancer Imaging Arch. 286 (2017)"},{"key":"26_CR15","unstructured":"Lin, M., Chen, Q., Yan, S.: Network in network. arXiv Prepr. arXiv:1312.4400 (2013)"},{"key":"26_CR16","unstructured":"Kingma, D.P., Ba, J.: Adam: A method for stochastic optimization. arXiv Prepr. arXiv:1412.6980 (2014)"},{"key":"26_CR17","doi-asserted-by":"crossref","unstructured":"Sim, K.S., Nia, M.E., Tso, C.P., Kho, T.K.: Brain Ventricle Detection Using Hausdorff Distance. In: Tran, Q.N., Arabnia Bioinformatics, and Systems Biology, H.R.B.T.-E.T. in A. and I. for C.B. (eds.) Emerging Trends in Computer Science and Applied Computing. pp. 523\u2013531. Morgan Kaufmann, Boston (2016)","DOI":"10.1016\/B978-0-12-804203-8.00034-1"}],"container-title":["Lecture Notes in Computer Science","Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-72087-2_26","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T01:04:09Z","timestamp":1774400649000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-72087-2_26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030720865","9783030720872"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-72087-2_26","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"26 March 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BrainLes","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International MICCAI Brainlesion Workshop","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Lima","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Peru","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 October 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 October 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iwb2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.brainlesion-workshop.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"}]}}