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Fetal Brain Tissue Annotation and Segmentation Challenge Results


Apr 20, 2022
Kelly Payette, Hongwei Li, Priscille de Dumast, Roxane Licandro, Hui Ji, Md Mahfuzur Rahman Siddiquee, Daguang Xu, Andriy Myronenko, Hao Liu, Yuchen Pei, Lisheng Wang, Ying Peng, Juanying Xie, Huiquan Zhang, Guiming Dong, Hao Fu, Guotai Wang, ZunHyan Rieu, Donghyeon Kim, Hyun Gi Kim, Davood Karimi, Ali Gholipour, Helena R. Torres, Bruno Oliveira, João L. Vilaça, Yang Lin, Netanell Avisdris, Ori Ben-Zvi, Dafna Ben Bashat, Lucas Fidon, Michael Aertsen, Tom Vercauteren, Daniel Sobotka, Georg Langs, Mireia Alenyà, Maria Inmaculada Villanueva, Oscar Camara, Bella Specktor Fadida, Leo Joskowicz, Liao Weibin, Lv Yi, Li Xuesong, Moona Mazher, Abdul Qayyum, Domenec Puig, Hamza Kebiri, Zelin Zhang, Xinyi Xu, Dan Wu, KuanLun Liao, YiXuan Wu, JinTai Chen, Yunzhi Xu, Li Zhao, Lana Vasung, Bjoern Menze, Meritxell Bach Cuadra, Andras Jakab

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* Results from FeTA Challenge 2021, held at MICCAI; Manuscript submitted 

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A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation


Apr 05, 2022
Lucas Fidon, Michael Aertsen, Florian Kofler, Andrea Bink, Anna L. David, Thomas Deprest, Doaa Emam, Fr/'ed/'eric Guffens, András Jakab, Gregor Kasprian, Patric Kienast, Andrew Melbourne, Bjoern Menze, Nada Mufti, Ivana Pogledic, Daniela Prayer, Marlene Stuempflen, Esther Van Elslander, Sébastien Ourselin, Jan Deprest, Tom Vercauteren

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* preprint 

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Partial supervision for the FeTA challenge 2021


Nov 03, 2021
Lucas Fidon, Michael Aertsen, Suprosanna Shit, Philippe Demaerel, Sébastien Ourselin, Jan Deprest, Tom Vercauteren

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* Accepted as a poster at the MICCAI 2021 Perinatal, Preterm and Paediatric Image Analysis (PIPPI) workshop 

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Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI


Aug 09, 2021
Lucas Fidon, Michael Aertsen, Nada Mufti, Thomas Deprest, Doaa Emam, Frédéric Guffens, Ernst Schwartz, Michael Ebner, Daniela Prayer, Gregor Kasprian, Anna L. David, Andrew Melbourne, Sébastien Ourselin, Jan Deprest, Georg Langs, Tom Vercauteren

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* Accepted at the MICCAI 2021 Perinatal, Preterm and Paediatric Image Analysis (PIPPI) workshop 

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Label-set Loss Functions for Partial Supervision: Application to Fetal Brain 3D MRI Parcellation


Jul 09, 2021
Lucas Fidon, Michael Aertsen, Doaa Emam, Nada Mufti, Frédéric Guffens, Thomas Deprest, Philippe Demaerel, Anna L. David, Andrew Melbourne, Sébastien Ourselin, Jan Deprest, Tom Vercauteren

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* Accepted at MICCAI 2021 

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MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning


Apr 25, 2021
Xiangde Luo, Guotai Wang, Tao Song, Jingyang Zhang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang

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* 17 pages, 16 figures 

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CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation


Sep 23, 2020
Ran Gu, Guotai Wang, Tao Song, Rui Huang, Michael Aertsen, Jan Deprest, Sébastien Ourselin, Tom Vercauteren, Shaoting Zhang

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Uncertainty-Guided Efficient Interactive Refinement of Fetal Brain Segmentation from Stacks of MRI Slices


Jul 02, 2020
Guotai Wang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang

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* 10 pages, 4 figures, Accepted by MICCAI 2020 

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Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks


Jul 20, 2018
Guotai Wang, Wenqi Li, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren

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* 11 pages, 6 figures, submission to CMIG 

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