Publications

Wouter Bulten, Péter Bándi, Jeffrey Hoven, Rob Van De Loo, Johannes Lotz, Nick Weiss, Jeroen Van Der Laak, Bram Van Ginneken, Christina Hulsbergen Van De Kaa, Geert Litjens (2019). Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard. Nat Sci Rep.

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Thomas De Bel, Meyke Hermsen, Jesper Kers, Jeroen Van Der Laak, Geert Litjens (2019). Stain-Transforming Cycle-Consistent Generative Adversarial Networks for Improved Segmentation of Renal Histopathology. Medical Imaging with Deep Learning.

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Lilija Aprupe, Geert Litjens, Titus J Brinker, Jeroen Van Der Laak, Niels Grabe (2019). Robust and accurate quantification of biomarkers of immune cells in lung cancer micro-environment using deep convolutional neural networks. PeerJ.

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P. Bándi, Maschenka Balkenhol, Bram Van Ginneken, Jeroen Van Der Laak, Geert Litjens (2019). Resolution-agnostic tissue segmentation in whole-slide histopathology images with convolutional neural networks. PeerJ.

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Hans Pinckaers, Wouter Bulten, Geert Litjens (2019). High resolution whole prostate biopsy classification using streaming stochastic gradient descent. Medical Imaging.

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Koen Dercksen, Wouter Bulten, Geert Litjens (2019). Dealing with Label Scarcity in Computational Pathology: A Use Case in Prostate Cancer Classification. Medical Imaging with Deep Learning.

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Oscar Geessink, Alexi Baidoshvili, Joost Klaase, Babak Ehteshami Bejnordi, Geert Litjens, Gabi Van Pelt, Wilma Mesker, Iris Nagtegaal, Francesco Ciompi, Jeroen Van Der Laak (2019). Computer aided quantification of intratumoral stroma yields an independent prognosticator in rectal cancer. Cell Oncol.

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Wouter Bulten, Hans Pinckaers, Christina Hulsbergen Van De Kaa, Geert Litjens (2019). Automated Gleason Grading of Prostate Biopsies Using Deep Learning. United States and Canadian Academy of Pathology (USCAP) 108th Annual Meeting.

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Marnix C Maas, Geert J S Litjens, Alan J Wright, Ulrike I Attenberger, Masoom a Haider, Thomas H Helbich, Berthold Kiefer, Katarzyna J Macura, Daniel J a Margolis, Anwar R Padhani, Kirsten M Selnæs, Geert M Villeirs, Jurgen J Fütterer, Tom W J Scheenen (2019). A Single-Arm, Multicenter Validation Study of Prostate Cancer Localization and Aggressiveness With a Quantitative Multiparametric Magnetic Resonance Imaging Approach.. Invest Radiol.

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Peter Bandi, Oscar Geessink, Quirine Manson, Marcory Van Dijk, Maschenka Balkenhol, Meyke Hermsen, Babak Ehteshami Bejnordi, Byungjae Lee, Kyunghyun Paeng, Aoxiao Zhong, Quanzheng Li, Farhad Ghazvinian Zanjani, Svitlana Zinger, Keisuke Fukuta, Daisuke Komura, Vlado Ovtcharov, Shenghua Cheng, Shaoqun Zeng, Jeppe Thagaard, Anders B. Dahl, Huangjing Lin, Hao Chen, Ludwig Jacobsson, Martin Hedlund, Melih Cetin, Eren Halici, Hunter Jackson, Richard Chen, Fabian Both, Jorg Franke, Heidi Kusters-Vandevelde, Willem Vreuls, Peter Bult, Bram Van Ginneken, Jeroen Van Der Laak, Geert Litjens (2018). From detection of individual metastases to classification of lymph node status at the patient level: the CAMELYON17 challenge. IEEE Trans Med Imaging.

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