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Reproducible White Matter Tract Segmentation Using 3D U-Net on a Large-scale DTI Dataset


Aug 26, 2019
Bo Li, Marius de Groot, Meike Vernooij, Arfan Ikram, Wiro Niessen, Esther Bron

* Machine Learning in Medical Imaging (MLMI), 2018 

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A hybrid deep learning framework for integrated segmentation and registration: evaluation on longitudinal white matter tract changes


Aug 26, 2019
Bo Li, Wiro Niessen, Stefan Klein, Marius de Groot, Arfan Ikram, Meike Vernooij, Esther Bron

* MICCAI 2019 (oral presentation) 

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Automated Image Registration Quality Assessment Utilizing Deep-learning based Ventricle Extraction in Clinical Data


Jul 01, 2019
Florian Dubost, Marleen de Bruijne, Marco Nardin, Adrian V. Dalca, Kathleen L. Donahue, Anne-Katrin Giese, Mark R. Etherton, Ona Wu, Marius de Groot, Wiro Niessen, Meike Vernooij, Natalia S. Rost, Markus D. Schirmer


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Weakly Supervised Object Detection with 2D and 3D Regression Neural Networks


Jun 14, 2019
Florian Dubost, Hieab Adams, Pinar Yilmaz, Gerda Bortsova, Gijs van Tulder, M. Arfan Ikram, Wiro Niessen, Meike Vernooij, Marleen de Bruijne

* New version. Correction of Figure 9. Wrong order and name of methods 

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3D Regression Neural Network for the Quantification of Enlarged Perivascular Spaces in Brain MRI


Oct 28, 2018
Florian Dubost, Hieab Adams, Gerda Bortsova, M. Arfan Ikram, Wiro Niessen, Meike Vernooij, Marleen de Bruijne


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Hydranet: Data Augmentation for Regression Neural Networks


Jul 12, 2018
Florian Dubost, Gerda Bortsova, Hieab Adams, M. Arfan Ikram, Wiro Niessen, Meike Vernooij, Marleen de Bruijne


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GP-Unet: Lesion Detection from Weak Labels with a 3D Regression Network


Oct 30, 2017
Florian Dubost, Gerda Bortsova, Hieab Adams, Arfan Ikram, Wiro Niessen, Meike Vernooij, Marleen De Bruijne

* Article published in MICCAI 2017. We corrected a few errors from the first version: padding, loss, typos and update of the DOI number 

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