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Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Segmentation: The M&Ms Challenge.
Campello VM, Gkontra P, Izquierdo C, Martin-Isla C, Sojoudi A, Full PM, Maier-Hein K, Zhang Y, He Z, Ma J, Parreno M, Albiol A, Kong F, Shadden SC, Acero JC, Sundaresan V, Saber M, Elattar M, Li H, Menze B, Khader F, Haarburger C, Scannell CM, Veta M, Carscadden A, Punithakumar K, Liu X, Tsaftaris SA, Huang X, Yang X, Li L, Zhuang X, Vilades D, Descalzo ML, Guala A, Mura L, Friedrich MG, Garg R, Lebel J, Henriques F, Karakas M, Cavus E, Petersen SE, Escalera S, Segui S, Rodriguez-Palomares JF, Lekadir K. Campello VM, et al. Among authors: yang x. IEEE Trans Med Imaging. 2021 Dec;40(12):3543-3554. doi: 10.1109/TMI.2021.3090082. Epub 2021 Nov 30. IEEE Trans Med Imaging. 2021. PMID: 34138702 Free article.
Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?
Bernard O, Lalande A, Zotti C, Cervenansky F, Yang X, Heng PA, Cetin I, Lekadir K, Camara O, Gonzalez Ballester MA, Sanroma G, Napel S, Petersen S, Tziritas G, Grinias E, Khened M, Kollerathu VA, Krishnamurthi G, Rohe MM, Pennec X, Sermesant M, Isensee F, Jager P, Maier-Hein KH, Full PM, Wolf I, Engelhardt S, Baumgartner CF, Koch LM, Wolterink JM, Isgum I, Jang Y, Hong Y, Patravali J, Jain S, Humbert O, Jodoin PM. Bernard O, et al. Among authors: yang x. IEEE Trans Med Imaging. 2018 Nov;37(11):2514-2525. doi: 10.1109/TMI.2018.2837502. Epub 2018 May 17. IEEE Trans Med Imaging. 2018. PMID: 29994302
Evaluation of algorithms for Multi-Modality Whole Heart Segmentation: An open-access grand challenge.
Zhuang X, Li L, Payer C, Štern D, Urschler M, Heinrich MP, Oster J, Wang C, Smedby Ö, Bian C, Yang X, Heng PA, Mortazi A, Bagci U, Yang G, Sun C, Galisot G, Ramel JY, Brouard T, Tong Q, Si W, Liao X, Zeng G, Shi Z, Zheng G, Wang C, MacGillivray T, Newby D, Rhode K, Ourselin S, Mohiaddin R, Keegan J, Firmin D, Yang G. Zhuang X, et al. Among authors: yang g, yang x. Med Image Anal. 2019 Dec;58:101537. doi: 10.1016/j.media.2019.101537. Epub 2019 Aug 1. Med Image Anal. 2019. PMID: 31446280 Free PMC article.
A global benchmark of algorithms for segmenting the left atrium from late gadolinium-enhanced cardiac magnetic resonance imaging.
Xiong Z, Xia Q, Hu Z, Huang N, Bian C, Zheng Y, Vesal S, Ravikumar N, Maier A, Yang X, Heng PA, Ni D, Li C, Tong Q, Si W, Puybareau E, Khoudli Y, Géraud T, Chen C, Bai W, Rueckert D, Xu L, Zhuang X, Luo X, Jia S, Sermesant M, Liu Y, Wang K, Borra D, Masci A, Corsi C, de Vente C, Veta M, Karim R, Preetha CJ, Engelhardt S, Qiao M, Wang Y, Tao Q, Nuñez-Garcia M, Camara O, Savioli N, Lamata P, Zhao J. Xiong Z, et al. Among authors: yang x. Med Image Anal. 2021 Jan;67:101832. doi: 10.1016/j.media.2020.101832. Epub 2020 Oct 16. Med Image Anal. 2021. PMID: 33166776 Free article.
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