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Dual-Stream Pyramid Registration Network

Sep 26, 2019
Xiaojun Hu, Miao Kang, Weilin Huang, Matthew R. Scott, Roland Wiest, Mauricio Reyes

* To appear in MICCAI 2019 (Oral) 

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Automatic detection of lesion load change in Multiple Sclerosis using convolutional neural networks with segmentation confidence

Apr 05, 2019
Richard McKinley, Lorenz Grunder, Rik Wepfer, Fabian Aschwanden, Tim Fischer, Christoph Friedli, Raphaela Muri, Christian Rummel, Rajeev Verma, Christian Weisstanner, Mauricio Reyes, Anke Salmen, Andrew Chan, Roland Wiest, Franca Wagner


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Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks

Apr 04, 2019
Richard McKinley, Michael Rebsamen, Raphael Meier, Mauricio Reyes, Christian Rummel, Roland Wiest


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Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge

Apr 01, 2019
Hugo J. Kuijf, J. Matthijs Biesbroek, Jeroen de Bresser, Rutger Heinen, Simon Andermatt, Mariana Bento, Matt Berseth, Mikhail Belyaev, M. Jorge Cardoso, Adri脿 Casamitjana, D. Louis Collins, Mahsa Dadar, Achilleas Georgiou, Mohsen Ghafoorian, Dakai Jin, April Khademi, Jesse Knight, Hongwei Li, Xavier Llad贸, Miguel Luna, Qaiser Mahmood, Richard McKinley, Alireza Mehrtash, S茅bastien Ourselin, Bo-yong Park, Hyunjin Park, Sang Hyun Park, Simon Pezold, Elodie Puybareau, Leticia Rittner, Carole H. Sudre, Sergi Valverde, Ver贸nica Vilaplana, Roland Wiest, Yongchao Xu, Ziyue Xu, Guodong Zeng, Jianguo Zhang, Guoyan Zheng, Christopher Chen, Wiesje van der Flier, Frederik Barkhof, Max A. Viergever, Geert Jan Biessels

* Accepted for publication in IEEE Transactions on Medical Imaging 

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Simultaneous lesion and neuroanatomy segmentation in Multiple Sclerosis using deep neural networks

Jan 22, 2019
Richard McKinley, Rik Wepfer, Fabian Aschwanden, Lorenz Grunder, Raphaela Muri, Christian Rummel, Rajeev Verma, Christian Weisstanner, Mauricio Reyes, Anke Salmen, Andrew Chan, Franca Wagner, Roland Wiest


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Deep Learning versus Classical Regression for Brain Tumor Patient Survival Prediction

Nov 12, 2018
Yannick Suter, Alain Jungo, Michael Rebsamen, Urspeter Knecht, Evelyn Herrmann, Roland Wiest, Mauricio Reyes

* Contribution to The International Multimodal Brain Tumor Segmentation (BraTS) Challenge 2018, survival prediction task 

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Enhancing clinical MRI Perfusion maps with data-driven maps of complementary nature for lesion outcome prediction

Jun 12, 2018
Adriano Pinto, Sergio Pereira, Raphael Meier, Victor Alves, Roland Wiest, Carlos A. Silva, Mauricio Reyes

* Accepted at MICCAI 2018 

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Synthetic Perfusion Maps: Imaging Perfusion Deficits in DSC-MRI with Deep Learning

Jun 11, 2018
Andreas Hess, Raphael Meier, Johannes Kaesmacher, Simon Jung, Fabien Scalzo, David Liebeskind, Roland Wiest, Richard McKinley


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On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation

Jun 07, 2018
Alain Jungo, Raphael Meier, Ekin Ermis, Marcela Blatti-Moreno, Evelyn Herrmann, Roland Wiest, Mauricio Reyes

* Appears in Medical Image Computing and Computer Assisted Interventions (MICCAI), 2018 

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Perturb-and-MPM: Quantifying Segmentation Uncertainty in Dense Multi-Label CRFs

Mar 02, 2017
Raphael Meier, Urspeter Knecht, Alain Jungo, Roland Wiest, Mauricio Reyes

* Deactivated review mode (line spacing) 

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