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Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks

Aug 17, 2018
David Tellez, Maschenka Balkenhol, Irene Otte-Holler, Rob van de Loo, Rob Vogels, Peter Bult, Carla Wauters, Willem Vreuls, Suzanne Mol, Nico Karssemeijer, Geert Litjens, Jeroen van der Laak, Francesco Ciompi

* Accepted to appear in IEEE Transactions on Medical Imaging 

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Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR

Mar 03, 2018
Mohsen Ghafoorian, Jonas Teuwen, Rashindra Manniesing, Frank-Erik de Leeuw, Bram van Ginneken, Nico Karssemeijer, Bram Platel

* Proc. SPIE 10574, 105742U (2 March 2018) 
* 7 pages, 4 figures, SPIE Medical Imaging 2018 Conference paper 

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Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks

Aug 01, 2017
Thijs Kooi, Nico Karssemeijer


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Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images

May 10, 2017
Babak Ehteshami Bejnordi, Guido Zuidhof, Maschenka Balkenhol, Meyke Hermsen, Peter Bult, Bram van Ginneken, Nico Karssemeijer, Geert Litjens, Jeroen van der Laak


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Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation

Feb 25, 2017
Mohsen Ghafoorian, Alireza Mehrtash, Tina Kapur, Nico Karssemeijer, Elena Marchiori, Mehran Pesteie, Charles R. G. Guttmann, Frank-Erik de Leeuw, Clare M. Tempany, Bram van Ginneken, Andriy Fedorov, Purang Abolmaesumi, Bram Platel, William M. Wells III

* Medical Image Computing and Computer-Assisted Intervention 2017, Vol 10435, 516-524 
* 8 pages, 3 figures 

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Deep learning-based assessment of tumor-associated stroma for diagnosing breast cancer in histopathology images

Feb 19, 2017
Babak Ehteshami Bejnordi, Jimmy Linz, Ben Glass, Maeve Mullooly, Gretchen L Gierach, Mark E Sherman, Nico Karssemeijer, Jeroen van der Laak, Andrew H Beck

* 5 pages, 2 figures, ISBI 2017 Submission 

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Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities

Oct 29, 2016
Mohsen Ghafoorian, Nico Karssemeijer, Tom Heskes, Inge van Uden, Clara Sanchez, Geert Litjens, Frank-Erik de Leeuw, Bram van Ginneken, Elena Marchiori, Bram Platel

* 13 pages, 8 figures 

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Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin

Oct 29, 2016
Mohsen Ghafoorian, Nico Karssemeijer, Tom Heskes, Mayra Bergkamp, Joost Wissink, Jiri Obels, Karlijn Keizer, Frank-Erik de Leeuw, Bram van Ginneken, Elena Marchiori, Bram Platel

* Neuroimage Clin 14 (2017) 391-399 
* 11 pages, 7 figures 

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