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D. Robben · SciRah

Researcher profile · Semantic Scholar

D. Robben

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D. Robben — researcher profile on SciRah

h-index: 18
Works: 51
Citations: 1,399

Most-cited papers

ISLES 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset
Moritz R. Hernandez Petzsche, Ezequiel de la Rosa, U. Hanning, R. Wiest +21 more
2022Scientific Data288 citations Open access
Semantic Scholar
ISLES 2016 and 2017-Benchmarking Ischemic Stroke Lesion Outcome Prediction Based on Multispectral MRI
Stefan Winzeck, A. Hakim, Richard McKinley, J. A. D. Pinto +35 more
2018Frontiers in Neurology174 citations Open access
Semantic Scholar
Benefits of deep learning for delineation of organs at risk in head and neck cancer.
J. van der Veen, S. Willems, S. Deschuymer, D. Robben +3 more
2019Radiotherapy and Oncology102 citations Open access
Semantic Scholar
Prediction of final infarct volume from native CT perfusion and treatment parameters using deep learning
D. Robben, A. Boers, H. Marquering, L. L. Langezaal +8 more
2018Medical Image Anal.85 citations Open access
Semantic Scholar
Predicting Infarct Core From Computed Tomography Perfusion in Acute Ischemia With Machine Learning
A. Hakim, S. Christensen, Stefan Winzeck, M. Lansberg +6 more
2021Stroke73 citations Open access
Semantic Scholar
Variations in the Circle of Willis in a large population sample using 3D TOF angiography: The Tromsø Study
Lars B. Hindenes, A. Håberg, Liv-Hege Johnsen, E. Mathiesen +2 more
2020medRxiv68 citations Open access
Semantic Scholar
Simultaneous Segmentation and Anatomical Labeling of the Cerebral Vasculature
D. Robben, Engin Türetken, S. Sunaert, V. Thijs +4 more
2014International Conference on Medical Image Computing and Computer-Assisted Intervention68 citations Open access
Semantic Scholar
Whole liver segmentation based on deep learning and manual adjustment for clinical use in SIRT
Xikai Tang, Esmaeel Jafargholi Rangraz, W. Coudyzer, J. Bertels +9 more
2020European Journal of Nuclear Medicine and Molecular Imaging53 citations Open access
Semantic Scholar
Detection of vertebral fractures in CT using 3D Convolutional Neural Networks
J. Nicolaes, S. Raeymaeckers, D. Robben, G. Wilms +3 more
2019CSI@MICCAI38 citations Open access
Semantic Scholar
DeepISLES: a clinically validated ischemic stroke segmentation model from the ISLES'22 challenge
Ezequiel de la Rosa, Mauricio Reyes, S. Liew, Alexandre Hutton +55 more
2024Nature Communications34 citations Open access
Semantic Scholar
Prediction of stroke infarct growth rates by baseline perfusion imaging
A. Wouters, D. Robben, S. Christensen, H. Marquering +11 more
2021Stroke34 citations Open access
Semantic Scholar
Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients
Sofie Tilborghs, Ine Dirks, Lucas Fidon, S. Willems +18 more
2020arXiv.org29 citations
Semantic Scholar
Optimization with soft Dice can lead to a volumetric bias
J. Bertels, D. Robben, D. Vandermeulen, P. Suetens
2019BrainLes@MICCAI29 citations Open access
Semantic Scholar
Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty
J. Bertels, D. Robben, D. Vandermeulen, P. Suetens
2020Medical Image Anal.25 citations Open access
Semantic Scholar
Unsupervised 3D Brain Anomaly Detection
Jaime Simarro Viana, E. de la Rosa, T. V. Vyvere, D. Robben +1 more
2020BrainLes@MICCAI24 citations Open access
Semantic Scholar
AIFNet: Automatic Vascular Function Estimation for Perfusion Analysis Using Deep Learning
Ezequiel de la Rosa, D. Sima, Bjoern H Menze, J. Kirschke +1 more
2020Medical Image Anal.22 citations Open access
Semantic Scholar
A reliable and time‐saving semiautomatic spike‐template–based analysis of interictal EEG–fMRI
Simon Tousseyn, P. Dupont, D. Robben, K. Goffin +2 more
2014Epilepsia21 citations
Semantic Scholar
Contra-Lateral Information CNN for Core Lesion Segmentation Based on Native CTP in Acute Stroke
J. Bertels, D. Robben, D. Vandermeulen, P. Suetens
2018BrainLes@MICCAI19 citations Open access
Semantic Scholar
Clinical Implementation of DeepVoxNet for Auto-Delineation of Organs at Risk in Head and Neck Cancer Patients in Radiotherapy
S. Willems, W. Crijns, Agustina La Greca Saint-Esteven, J. van der Veen +5 more
2018OR 2.0/CARE/CLIP/ISIC@MICCAI18 citations Open access
Semantic Scholar
A Voxel-Wise, Cascaded Classification Approach to Ischemic Stroke Lesion Segmentation
D. Robben, D. Christiaens, J. Rangarajan, J. Gelderblom +3 more
2015Brainles@MICCAI17 citations
Semantic Scholar
The Role of Medical Image Computing and Machine Learning in Healthcare
F. Maes, D. Robben, D. Vandermeulen, P. Suetens
2019Artificial Intelligence in Medical Imaging14 citations Open access
Semantic Scholar
Automated DWI analysis can identify patients within the thrombolysis time window of 4.5 hours
A. Wouters, B. Cheng, S. Christensen, P. Dupont +7 more
2018Neurology14 citations
Semantic Scholar
Anatomical Labeling of the Circle of Willis Using Maximum A Posteriori Graph Matching
D. Robben, S. Sunaert, V. Thijs, G. Wilms +2 more
2013International Conference on Medical Image Computing and Computer-Assisted Intervention14 citations Open access
Semantic Scholar
ISLES'24 -- A Real-World Longitudinal Multimodal Stroke Dataset
E. Riedel, Ezequiel de la Rosa, The Anh Baran, M. H. Petzsche +17 more
202413 citations
Semantic Scholar
The Dice loss in the context of missing or empty labels: Introducing Φ and ε
Sofie Tilborghs, J. Bertels, D. Robben, D. Vandermeulen +1 more
2022International Conference on Medical Image Computing and Computer-Assisted Intervention12 citations Open access
Semantic Scholar
Segmentation of Head and Neck Organs-At-Risk in Longitudinal CT Scans Combining Deformable Registrations and Convolutional Neural Networks
L. Vandewinckele, D. Robben, W. Crijns, F. Maes
2019DLMIA/ML-CDS@MICCAI12 citations
Semantic Scholar
Detecting CTP truncation artifacts in acute stroke imaging from the arterial input and the vascular output functions
E. de la Rosa, D. Sima, J. Kirschke, Bjoern H Menze +1 more
2022medRxiv11 citations Open access
Semantic Scholar
Simultaneous segmentation and anatomical labeling of the cerebral vasculature
D. Robben, Engin Türetken, Stefan Sunaert, Vincent Thijs +4 more
2016Medical Image Anal.11 citations Open access
Semantic Scholar
Perfusion parameter estimation using neural networks and data augmentation
D. Robben, P. Suetens
2018BrainLes@MICCAI10 citations Open access
Semantic Scholar
Explainable-by-design Semi-Supervised Representation Learning for COVID-19 Diagnosis from CT Imaging
Abel D'iaz Berenguer, H. Sahli, Boris Joukovsky, Maryna Kvasnytsia +36 more
2020arXiv.org9 citations
Semantic Scholar
ISLES'24: Final Infarct Prediction with Multimodal Imaging and Clinical Data. Where Do We Stand?
Ezequiel de la Rosa, Ruisheng Su, Mauricio Reyes, E. Riedel +36 more
20248 citations
Semantic Scholar
Convolutional neural networks for medical image segmentation
J. Bertels, D. Robben, R. Lemmens, D. Vandermeulen
2022arXiv.org8 citations Open access
Semantic Scholar
Differentiable Deconvolution for Improved Stroke Perfusion Analysis
Ezequiel de la Rosa, D. Robben, D. Sima, J. Kirschke +1 more
2020International Conference on Medical Image Computing and Computer-Assisted Intervention8 citations Open access
Semantic Scholar
Segmentation of head-and-neck organs-at-risk in longitudinal CT scans combining deformable registrations and convolutional neural networks
L. Vandewinckele, S. Willems, D. Robben, J. van der Veen +3 more
2019Comput. methods Biomech. Biomed. Eng. Imaging Vis.7 citations
Semantic Scholar
Automated detection of vertebral fractures in CT using 3D convolutional neural networks
J. Nicolaes, S. Raeymaeckers, D. Robben, G. Wilms +3 more
2020Bone Reports6 citations Open access
Semantic Scholar
ISLES Challenge 2015: A voxel-wise, cascaded classification approach to stroke lesion segmentation
D. Robben, D. Christiaens, J. Rangarajan, J. Gelderblom +3 more
20156 citations
Semantic Scholar
The Ischemic Stroke Lesion Segmentation Challenge (ISLES)'24 Dataset: A Multimodal Stroke Imaging Dataset with Hyperacute CT, Acute Postinterventional MRI, and 3-month Clinical Outcomes.
E. Riedel, E. de la Rosa, The Anh Baran, M. H. Hernández Petzsche +17 more
2026Radiology: Artificial Intelligence5 citations Open access
Semantic Scholar
Improved inter-scanner MS lesion segmentation by adversarial training on longitudinal data
Mattias Billast, M. Meyer, D. Sima, D. Robben
2019BrainLes@MICCAI5 citations Open access
Semantic Scholar
DeepVoxNet2: Yet another CNN framework
J. Bertels, D. Robben, R. Lemmens, D. Vandermeulen
2022arXiv.org2 citations Open access
Semantic Scholar
Smaller caliber of the internal carotid artery in patients with ipsilateral aplasia of the A1 segment of the anterior cerebral artery: a study with CTA
K. Carels, S. Cornelissen, D. Robben, W. Coudyzer +2 more
2018Acta Neurologica Belgica2 citations
Semantic Scholar
Perfusion Paths: Inference of Voxelwise Blood Flow Trajectories in CT Perfusion
D. Robben, S. Sunaert, V. Thijs, G. Wilms +2 more
2015International Conference on Medical Image Computing and Computer-Assisted Intervention2 citations Open access
Semantic Scholar
Intra-patient Non-rigid Registration of 3D Vascular Cerebral Images
D. Robben, D. Smeets, Danny Ruijters, McElory Hoffmann +3 more
2012Clip2 citations Open access
Semantic Scholar
Abstract P333: Prediction of Stroke Lesion Growth Rates by Baseline Perfusion Imaging
A. Wouters, D. Robben, S. Christensen, H. Marquering +10 more
2021Stroke1 citations
Semantic Scholar
Determination of the cerebral perfusion territories using CT Perfusion imaging
D. Robben, S. Sunaert, V. Thijs, G. Wilms +2 more
20161 citations
Semantic Scholar
Image-based Quantification of Cerebral Vascular Connectivity
D. Robben
20161 citations
Semantic Scholar
Final infarct prediction in acute ischemic stroke
J. Bertels, D. Robben, D. Vandermeulen, R. Lemmens
2022arXiv.org0 citations Open access
Semantic Scholar
PO-0723 Benefits of deep learning for delineation of organs at risk in head and neck cancer
J. van der Veen, S. Willems, D. Robben, W. Crijns +2 more
2019Radiotherapy and Oncology0 citations Open access
Semantic Scholar
Abstract TP80: Deep Learning Based Prediction of Tissue Status From Native CT Perfusion Images
D. Robben, S. Christensen, A. Boers, H. Marquering +10 more
2019Stroke0 citations
Semantic Scholar
Inferring brain deformation during open neurosurgery using CBCT angiography
Niels Verheyen, D. Robben, Danny Ruijters, V. Pereira +3 more
2016IEEE International Symposium on Biomedical Imaging0 citations Open access
Semantic Scholar
Contribution of leptomeningeal collateral blood supply in patients with M1 occlusion determined by using a novel CT perfusion analysis
D. Robben, A. Wouters, A. Bivard, S. Sunaert +5 more
20160 citations
Semantic Scholar

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