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Wiro Niessen

*: shared first/last authors

Automated Estimation of the Spinal Curvature via Spine Centerline Extraction with Ensembles of Cascaded Neural Networks

Dec 11, 2019
Florian Dubost, Benjamin Collery, Antonin Renaudier, Axel Roc, Nicolas Posocco, Gerda Bortsova, Wiro Niessen, Marleen de Bruijne


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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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Is the winner really the best? A critical analysis of common research practice in biomedical image analysis competitions

Jun 06, 2018
Lena Maier-Hein*, Matthias Eisenmann*, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz, Tal Arbel, Hrvoje Bogunovic, Andrew P. Bradley, Aaron Carass, Carolin Feldmann, Alejandro F. Frangi, Peter M. Full, Bram van Ginneken, Allan Hanbury, Katrin Honauer, Michal Kozubek, Bennett A. Landman, Keno März, Oskar Maier, Klaus Maier-Hein, Bjoern H. Menze, Henning Müller, Peter F. Neher, Wiro Niessen, Nasir Rajpoot, Gregory C. Sharp, Korsuk Sirinukunwattana, Stefanie Speidel, Christian Stock, Danail Stoyanov, Abdel Aziz Taha, Fons van der Sommen, Ching-Wei Wang, Marc-André Weber, Guoyan Zheng, Pierre Jannin*, Annette Kopp-Schneider*

* 48 pages, under review in Nature Methods 

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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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A Discriminative Event Based Model for Alzheimer's Disease Progression Modeling

Feb 21, 2017
Vikram Venkatraghavan, Esther Bron, Wiro Niessen, Stefan Klein

* Information Processing in Medical Imaging (IPMI), 2017 

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