Maschenka Balkenhol

Automated Detection of DCIS in Whole-Slide H&E Stained Breast Histopathology Images

Nico Karssemeijer, Geert J. S. Litjens, Jeroen van der Laak, 2016, IEEE Transactions on Medical Imaging.

Convolutional Neural Networks for Lymphocyte detection in Immunohistochemically Stained Whole-Slide Images

Geert J. S. Litjens, Jeroen A. W. M. van der Laak, Francesco Ciompi, 2018 .

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

Nico Karssemeijer, Bram van Ginneken, Geert J. S. Litjens, 2017, Journal of medical imaging.

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

Hugo M. Horlings, Jeroen van der Laak, Carsten Denkert, 2020, ArXiv.

H and E stain augmentation improves generalization of convolutional networks for histopathological mitosis detection

Nico Karssemeijer, Geert J. S. Litjens, Jeroen van der Laak, 2018, Medical Imaging.

Artificial intelligence assistance significantly improves Gleason grading of prostate biopsies by pathologists

Martin Eklund, Paulo Salles, Guilherme Pereira, 2020, Modern Pathology.

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

Jeroen van der Laak, Francesco Ciompi, Maschenka Balkenhol, 2020, Medical Image Anal..

Learning to detect lymphocytes in immunohistochemistry with deep learning

Geert J. S. Litjens, Jeremy Parry, Jeroen van der Laak, 2019, Medical Image Anal..