Publications

David Tellez, Geert Litjens, Jeroen Van Der Laak, Francesco Ciompi (2021). Neural Image Compression for Gigapixel Histopathology Image Analysis.. IEEE Trans Pattern Anal Mach Intell.
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Khrystina Faryna, Jeroen Van Der Laak, Geert Litjens (2021). Tailoring automated data augmentation to H&E-stained histopathology. Medical Imaging with Deep Learning.
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DJ Geijs, H Pinckaers, AL Amir, GJS Litjens (2021). End-to-end classification on basal-cell carcinoma histopathology whole-slides images. Medical Imaging.
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Matthias Eisenmann, Minu Dietlinde Tizabi, Carole H Sudre, Tim Rädsch, Michela Antonelli, Tal Arbel, Spyridon Bakas, Jorge Cardoso, Veronika Cheplygina, Keyvan Farahani, Ben Glocker, Doreen Heckmann-Nötzel, Fabian Isensee, Pierre Jannin, Charles Kahn, Jens Kleesiek, Tahsin Kurc, Michal Kozubek, Bennett a Landman, Geert Litjens, Klaus Maier-Hein, Anne Lousise Martel, Henning Müller, Jens Petersen, Mauricio Reyes, Nicola Rieke, Bram Stieltjes, Ronald M Summers, Sotirios a Tsaftaris, Bram Van Ginneken, Annette Kopp-Schneider, Paul Jäger, Lena Maier-Hein Annika Reinke (2021). Common limitations of performance metrics in biomedical image analysis. Medical Imaging with Deep Learning.
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Zaneta Swiderska-Chadaj, Thomas De Bel, Lionel Blanchet, Alexi Baidoshvili, Dirk Vossen, Jeroen Van Der Laak, Geert Litjens (2020). Impact of rescanning and normalization on convolutional neural network performance in multi-center, whole-slide classification of prostate cancer. Sci Rep.
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Geert J L H Van Leenders, Theodorus H Van Der Kwast, David J Grignon, Andrew J Evans, Glen Kristiansen, Charlotte F Kweldam, Geert Litjens, Jesse K McKenney, Jonathan Melamed, Nicholas Mottet, Gladell P Paner, Hemamali Samaratunga, Ivo G Schoots, Jeffry P Simko, Toyonori Tsuzuki, Murali Varma, Anne Y Warren, Thomas M Wheeler, Sean R Williamson, Kenneth a Iczkowski, ISUP Grading Workshop Panel Members (2020). The 2019 International Society of Urological Pathology (ISUP) Consensus Conference on Grading of Prostatic Carcinoma.. Am J Surg Pathol.
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Hans Pinckaers, Bram Van Ginneken, Geert Litjens (2020). Streaming convolutional neural networks for end-to-end learning with multi-megapixel images. IEEE Trans Pattern Anal Mach Intell.
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Wouter Bulten, Maschenka Balkenhol, Jean-Joël Awoumou Belinga, Américo Brilhante, Aslı Çakır, Lars Egevad, Martin Eklund, Xavier Farré, Katerina Geronatsiou, Vincent Molinié, Guilherme Pereira, Paromita Roy, Günter Saile, Paulo Salles, Ewout Schaafsma, Joëlle Tschui, Anne-Marie Vos, Brett Delahunt, Hemamali Samaratunga, David J. Grignon, Andrew J. Evans, Daniel M. Berney, Chin-Chen Pan, Glen Kristiansen, James G. Kench, Jon Oxley, Katia R. M. Leite, Jesse K. McKenney, Peter A. Humphrey, Samson W. Fine, Toyonori Tsuzuki, Murali Varma, Ming Zhou, Eva Comperat, David G. Bostwick, Kenneth A. Iczkowski, Cristina Magi-Galluzzi, John R. Srigley, Hiroyuki Takahashi, Theo Van Der Kwast, Hester Van Boven, Robert Vink, Jeroen Van Der Laak, Christina Hulsbergen-Van Der Kaa, Geert Litjens (2020). Artificial Intelligence Assistance Significantly Improves Gleason Grading of Prostate Biopsies by Pathologists. Mod Pathol.
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Leander Van Eekelen, Hans Pinckaers, Konnie M Hebeda, Geert Litjens (2020). Multi-class semantic cell segmentation and classification of aplasia in bone marrow histology images. Medical Imaging.
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Jasper Linmans, Jeroen Van Der Laak, Geert Litjens (2020). Efficient Out-of-Distribution Detection in Digital Pathology Using Multi-Head Convolutional Neural Networks. Medical Imaging with Deep Learning.
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