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Picture for Michael Aertsen

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

* 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

* 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

* 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

* 11 pages, 6 figures, submission to CMIG 

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Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning


Oct 11, 2017
Guotai Wang, Wenqi Li, Maria A. Zuluaga, Rosalind Pratt, Premal A. Patel, Michael Aertsen, Tom Doel, Anna L. David, Jan Deprest, Sebastien Ourselin, Tom Vercauteren

* 11 pages, 11 figures 

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DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation


Sep 19, 2017
Guotai Wang, Maria A. Zuluaga, Wenqi Li, Rosalind Pratt, Premal A. Patel, Michael Aertsen, Tom Doel, Anna L. David, Jan Deprest, Sebastien Ourselin, Tom Vercauteren

* 14 pages, 15 figures 

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