Publications

G. Litjens, P. Bandi, B. Ehteshami Bejnordi, O. Geessink, M. Balkenhol, P. Bult, A. Halilovic, M. Hermsen, R. Van De Loo, R. Vogels, Q.F. Manson, N. Stathonikos, A. Baidoshvili, P. Van Diest, C. Wauters, M. Van Dijk, J. Van Der Laak (2018). 1399 H&E-stained sentinel lymph node sections of breast cancer patients: the CAMELYON dataset. Gigascience.

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 (2018). Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks. IEEE Trans Med Imaging.

D. Tellez, M. Balkenhol, N. Karssemeijer, G. Litjens, J. Van Der Laak, F. Ciompi (2018). H&E stain augmentation improves generalization of convolutional networks for histopathological mitosis detection. Medical Imaging.

D.J. Geijs, M. Intezar, J.A.W.M. Van Der Laak, G.J.S. Litjens (2018). Automatic color unmixing of IHC stained whole slide images. Medical Imaging.

W. Bulten, C. Hulsbergen - Van De Kaa, J. Van Der Laak, G. Litjens (2018). Automated segmentation of epithelial tissue in prostatectomy slides using deep learning. Medical Imaging.

Wouter Bulten, Geert Litjens (2018). Unsupervised Prostate Cancer Detection on H&E using Convolutional Adversarial Autoencoders. Medical Imaging with Deep Learning.

Hans Pinckaers, Geert Litjens (2018). Training convolutional neural networks with megapixel images. Medical Imaging with Deep Learning.

Zaneta Swiderska-Chadaj, Hans Pinckaers, Mart Van Rijthoven, Maschenka Balkenhol, Margarita Melnikova, Oscar Geessink, Quirine Manson, Geert Litjens, Jeroen Van Der Laak, Francesco Ciompi (2018). Convolutional Neural Networks for Lymphocyte detection in Immunohistochemically Stained Whole-Slide Images. Medical Imaging with Deep Learning.

Babak Ehteshami Bejnordi, Mitko Veta, P. J. Van Diest, Bram Van Ginneken, Nico Karssemeijer, Geert Litjens, Jeroen a W M Van Der Laak, The CAMELYON16 Consortium (2017). Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer. JAMA.

Babak Ehteshami Bejnordi, Guido Zuidhof, Maschenka Balkenhol, Meyke Hermsen, Peter Bult, Bram Van Ginneken, Nico Karssemeijer, Geert Litjens, Jeroen Van Der Laak (2017). Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images. J Med Imaging.