Publications

Wouter Bulten, Kimmo Kartasalo, Po-Hsuan Cameron Chen, Peter Ström, Hans Pinckaers, Kunal Nagpal, Yuannan Cai, David F. Steiner, Hester Van Boven, Robert Vink, Christina Hulsbergen Van De Kaa, Jeroen Van Der Laak, Mahul B. Amin, Andrew J. Evans, Theodorus Van Der Kwast, Robert Allan, Peter A. Humphrey, Henrik Grönberg, Hemamali Samaratunga, Brett Delahunt, Toyonori Tsuzuki, Tomi Häkkinen, Lars Egevad, Maggie Demkin, Sohier Dane, Fraser Tan, Masi Valkonen, Greg S. Corrado, Lily Peng, Craig H. Mermel, Pekka Ruusuvuori, Geert Litjens, Martin Eklund, Américo Brilhante, Aslı Çakır, Xavier Farré, Katerina Geronatsiou, Vincent Molinié, Guilherme Pereira, Paromita Roy, Günter Saile, Paulo G. O. Salles, Ewout Schaafsma, Joëlle Tschui, Jorge Billoch-Lima, Emíio M. Pereira, Ming Zhou, Shujun He, Sejun Song, Qing Sun, Hiroshi Yoshihara, Taiki Yamaguchi, Kosaku Ono, Tao Shen, Jianyi Ji, Arnaud Roussel, Kairong Zhou, Tianrui Chai, Nina Weng, Dmitry Grechka, Maxim v. Shugaev, Raphael Kiminya, Vassili Kovalev, Dmitry Voynov, Valery Malyshev, Elizabeth Lapo, Manuel Campos, Noriaki Ota, Shinsuke Yamaoka, Yusuke Fujimoto, Kentaro Yoshioka, Joni Juvonen, Mikko Tukiainen, Antti Karlsson, Rui Guo, Chia-Lun Hsieh, Igor Zubarev, Habib S. T. Bukhar, Wenyuan Li, Jiayun Li, William Speier, Corey Arnold, Kyungdoc Kim, Byeonguk Bae, Yeong Won Kim, Hong-Seok Lee, Jeonghyuk Park, The PANDA Challenge Consortium (2022). Artificial intelligence for diagnosis and Gleason grading of prostate cancer: the PANDA challenge. Nat Med.
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Leander Van Eekelen, Hans Pinckaers, Michiel Van Den Brand, Konnie M. Hebeda, Geert Litjens (2021). Using deep learning for quantification of cellularity and cell lineages in bone marrow biopsies and comparison to normal age-related variation.. Pathology.
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Kimmo Kartasalo, Wouter Bulten, Brett Delahunt, Po-Hsuan Cameron Chen, Hans Pinckaers, Henrik Olsson, Xiaoyi Ji, Nita Mulliqi, Hemamali Samaratunga, Toyonori Tsuzuki, Johan Lindberg, Mattias Rantalainen, Carolina Wählby, Geert Litjens, Pekka Ruusuvuori, Lars Egevad, Martin Eklund (2021). Artificial Intelligence for Diagnosis and Gleason Grading of Prostate Cancer in Biopsies-Current Status and Next Steps.. Eur Urol Focus.
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Michela Antonelli, Annika Reinke, Spyridon Bakas, Keyvan Farahani, AnnetteKopp-Schneider, Bennett A. Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M. Summers, Bram Van Ginneken, Michel Bilello, Patrick Bilic, Patrick F. Christ, Richard K. G. Do, Marc J. Gollub, Stephan H. Heckers, William R. Jarnagin, Maureen K. McHugo, Sandy Napel, Jennifer S. Goli Pernicka, Kawal Rhode, Catalina Tobon-Gomez, Eugene Vorontsov, Henkjan Huisman, James A. Meakin, Sebastien Ourselin, Manuel Wiesenfarth, Pablo Arbelaez, Byeonguk Bae, Sihong Chen, Laura Daza, Jianjiang Feng, Baochun He, Fabian Isensee, Yuanfeng Ji, Fucang Jia, Namkug Kim, Ildoo Kim, Dorit Merhof, Akshay Pai, Beomhee Park, Mathias Perslev, Ramin Rezaiifar, Oliver Rippel, Ignacio Sarasua, Wei Shen, Jaemin Son, Christian Wachinger, Liansheng Wang, Yan Wang, Yingda Xia, Daguang Xu, Zhanwei Xu, Yefeng Zheng, Amber L. Simpson, Lena Maier-Hein, M. Jorge Cardoso (2021). The Medical Segmentation Decathlon. arXiv:2106.05735.
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Oliver C Turner, Brian Knight, Aleksandra Zuraw, Geert Litjens, Daniel G Rudmann (2021). Mini Review: The Last Mile-Opportunities and Challenges for Machine Learning in Digital Toxicologic Pathology.. Toxicol Pathol.
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Thomas De Bel, John-Melle Bokhorst, Jeroen Van Der Laak, Geert Litjens (2021). Residual cyclegan for robust domain transformation of histopathological tissue slides.. Med Image Anal.
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Jeroen Van Der Laak, Geert Litjens, Francesco Ciompi (2021). Deep learning in histopathology: the path to the clinic.. Nat Med.
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Maschenka Ca Balkenhol, Francesco Ciompi, Żaneta Świderska-Chadaj, Rob Van De Loo, Milad Intezar, Irene Otte-Höller, Daan Geijs, Johannes Lotz, Nick Weiss, Thomas De Bel, Geert Litjens, Peter Bult, Jeroen Awm Van Der Laak (2021). Optimized tumour infiltrating lymphocyte assessment for triple negative breast cancer prognostics.. Breast.
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Annika Reinke, Matthias Eisenmann, Minu D. Tizabi, Carole H. Sudre, Tim Rädsch, Michela Antonelli, Tal Arbel, Spyridon Bakas, M. Jorge Cardoso, Veronika Cheplygina, Keyvan Farahani, Ben Glocker, Doreen Heckmann-Nötzel, Fabian Isensee, Pierre Jannin, Charles E. Kahn, Jens Kleesiek, Tahsin Kurc, Michal Kozubek, Bennett A. Landman, Geert Litjens, Klaus Maier-Hein, Bjoern Menze, 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 (2021). Common Limitations of Image Processing Metrics: A Picture Story. arXiv:2104.05642.
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Hans Pinckaers, Wouter Bulten, Jeroen Van Der Laak, Geert Litjens (2021). Detection of prostate cancer in whole-slide images through end-to-end training with image-level labels.. IEEE Trans Med Imaging.
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