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Domain adaptation strategies for cancer-independent detection of lymph node metastases


Jul 13, 2022
Péter Bándi , Maschenka Balkenhol , Marcory van Dijk , Bram van Ginneken , Jeroen van der Laak , Geert Litjens


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Automated Scoring of Nuclear Pleomorphism Spectrum with Pathologist-level Performance in Breast Cancer


Dec 24, 2020
Caner Mercan , Maschenka Balkenhol , Roberto Salgado , Mark Sherman , Philippe Vielh , Willem Vreuls , Antonio Polonia , Hugo M. Horlings , Wilko Weichert , Jodi M. Carter , Peter Bult , Matthias Christgen , Carsten Denkert , Koen van de Vijver , Jeroen van der Laak , Francesco Ciompi

* 16 pages, 11 figures 

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HookNet: multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images


Jun 22, 2020
Mart van Rijthoven , Maschenka Balkenhol , Karina Siliņa , Jeroen van der Laak , Francesco Ciompi


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Artificial Intelligence Assistance Significantly Improves Gleason Grading of Prostate Biopsies by Pathologists


Feb 11, 2020
Wouter Bulten , Maschenka Balkenhol , Jean-Joël Awoumou Belinga , Américo Brilhante , Aslı Çakır , Xavier Farré , Katerina Geronatsiou , Vincent Molinié , Guilherme Pereira , Paromita Roy , Günter Saile , Paulo Salles , Ewout Schaafsma , Joëlle Tschui , Anne-Marie Vos , Hester van Boven , Robert Vink , Jeroen van der Laak , Christina Hulsbergen-van de Kaa , Geert Litjens

* 21 pages, 5 figures 

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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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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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