Designing UNICORN: a Unified Benchmark for Imaging in Computational Pathology, Radiology, and Natural Language.

Geert Litjens 0001 Geert J. S. Litjens Radboud University Medical Center, Diagnostic Image Analysis Group and the Department of Pathology, Nijmegen, The Netherlands https://orcid.org/0000-0003-1554-1291 https://www.wikidata.org/entity/Q48542387 https://www.researcherid.com/rid/A-2319-2016 https://publons.com/researcher/2322706 https://ieeexplore.ieee.org/author/37085694159 Geert Litjens Geert Litjens 0002 Utrecht University, Copernicus Institute for Sustainable Development, Utrecht, The Netherlands

Michelle Stegeman Lena Philipp Fennie van der Graaf Marina D'Amato Clément Grisi Luc Builtjes Joeran S. Bosma Judith Lefkes Rianne A. Weber James A. Meakin Thomas Koopman Anne Mickan Mathias Prokop Ewoud J. Smit Geert Litjens 0001 Jeroen van der Laak Bram van Ginneken Maarten de Rooij Henkjan Huisman Colin Jacobs Francesco Ciompi Alessa Hering Designing UNICORN: a Unified Benchmark for Imaging in Computational Pathology, Radiology, and Natural Language. 2026 March abs/2603.02790 CoRR https://doi.org/10.48550/arXiv.2603.02790 db/journals/corr/corr2603.html#abs-2603-02790 streams/journals/corr

Qian Da Yijiang Chen Min Ju Zheyi Ji Albert Zhou Wenwen Wang Matthew Abikenari Philip Chikontwe Guillaume Larghero Bowen Chen Peter Neidlinger Dingrong Zhong Shuhao Wang Wei Xu Drew F. K. Williamson Germán Corredor Sen Yang Le Lu 0001 Xiao Han Kun-Hsing Yu Jun-Zhou Huang Laura Barisoni Geert Litjens 0001 Anant Madabhushi Lifeng Zhu Chaofu Wang Junhan Zhao Weiguo Hu Computational Pathology in the Era of Emerging Foundation and Agentic AI - International Expert Perspectives on Clinical Integration and Translational Readiness. 2026 March abs/2603.05884 CoRR https://doi.org/10.48550/arXiv.2603.05884 db/journals/corr/corr2603.html#abs-2603-05884 streams/journals/corr

Clément Grisi Khrystyna Faryna Nefise Uysal Vittorio Agosti Enrico Munari Solène-Florence Kammerer-Jacquet Paulo Guilherme de Oliveira Salles Yuri Tolkach Reinhard Büttner Sofiya Semko Maksym Pikul Axel Heidenreich Jeroen van der Laak Geert Litjens 0001 Deep Learning From Routine Histology Improves Risk Stratification for Biochemical Recurrence in Prostate Cancer. 2026 March abs/2603.14187 CoRR https://doi.org/10.48550/arXiv.2603.14187 db/journals/corr/corr2603.html#abs-2603-14187 streams/journals/corr

Daan N. Schouten Giulia Nicoletti Bas Dille Catherine Chia Pierpaolo Vendittelli Megan Schuurmans Geert Litjens 0001 Nadieh Khalili Navigating the landscape of multimodal AI in medicine: A scoping review on technical challenges and clinical applications. 103621 2025 105 Medical Image Anal. https://doi.org/10.1016/j.media.2025.103621 db/journals/mia/mia105.html#SchoutenNDCVSLK25 streams/journals/mia

Clément Grisi Kimmo Kartasalo Martin Eklund Lars Egevad Jeroen van der Laak Geert Litjens 0001 Hierarchical Vision Transformers for prostate biopsy grading: Towards bridging the generalization gap. 103663 2025 105 Medical Image Anal. https://doi.org/10.1016/j.media.2025.103663 db/journals/mia/mia105.html#GrisiKEELL25 streams/journals/mia

Jianpeng An Yong Wang Qing Cai Gang Zhao Stephan Dooper Geert Litjens 0001 Zhongke Gao Transformer-Based Weakly Supervised Learning for Whole Slide Lung Cancer Image Classification. 9095-9108 2025 December 29 IEEE J. Biomed. Health Informatics 12 https://doi.org/10.1109/JBHI.2024.3425434 db/journals/titb/titb29.html#AnWCZDLG25 streams/journals/titb

Susu Sun Dominique van Midden Geert Litjens 0001 Christian F. Baumgartner Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image Classification. 507-517 2025 MICCAI (14) https://doi.org/10.1007/978-3-032-05185-1_49 conf/miccai/2025-14 db/conf/miccai/miccai2025-14.html#SunMLB25 streams/conf/miccai Ritse M. Mann Tianyu Zhang 0006 Tao Tan 0002 Luyi Han Daniel Truhn Shuo Li 0001 Yuan Gao Shannon Doyle Robert Martí Marly Jakob Nikolas Kather Katja Pinker-Domenig Shandong Wu Geert Litjens 0001 Artificial Intelligence and Imaging for Diagnostic and Treatment Challenges in Breast Care - First Deep Breast Workshop, Deep-Breath 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Proceedings Deep-Breath@MICCAI Springer 2025 Lecture Notes in Computer Science 15451 978-3-031-77788-2 978-3-031-77789-9 https://doi.org/10.1007/978-3-031-77789-9 db/conf/miccai/deepbreath2024.html

Susu Sun Leslie Tessier Frédérique Meeuwsen Clément Grisi Dominique van Midden Geert Litjens 0001 Christian F. Baumgartner Label-free Concept Based Multiple Instance Learning for Gigapixel Histopathology. 2025 January abs/2501.02922 CoRR https://doi.org/10.48550/arXiv.2501.02922 db/journals/corr/corr2501.html#abs-2501-02922 streams/journals/corr

Susu Sun Dominique van Midden Geert Litjens 0001 Christian F. Baumgartner Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image Classification. 2025 March abs/2503.08384 CoRR https://doi.org/10.48550/arXiv.2503.08384 db/journals/corr/corr2503.html#abs-2503-08384 streams/journals/corr

Ivan Slootweg Natalia P. García-de-la-Puente Geert Litjens 0001 Salma Dammak Self-supervised large-scale kidney abnormality detection in drug safety assessment studies. 2025 September abs/2509.00131 CoRR https://doi.org/10.48550/arXiv.2509.00131 db/journals/corr/corr2509.html#abs-2509-00131 streams/journals/corr

Sander Moonemans Sebastiaan Ram Frédérique Meeuwsen Carlijn M. Lems Jeroen van der Laak Geert Litjens 0001 Francesco Ciompi Democratizing Pathology Co-Pilots: An Open Pipeline and Dataset for Whole-Slide Vision-Language Modelling. 2025 December abs/2512.17326 CoRR https://doi.org/10.48550/arXiv.2512.17326 db/journals/corr/corr2512.html#abs-2512-17326 streams/journals/corr

Khrystyna Faryna Jeroen van der Laak Geert Litjens 0001 Automatic data augmentation to improve generalization of deep learning in H&E stained histopathology. 108018 2024 March 170 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2024.108018 db/journals/cbm/cbm170.html#FarynaLL24

Daan J. Geijs Stephan Dooper Witali Aswolinskiy Lisa M. Hillen Avital L. Amir Geert Litjens 0001 Detection and subtyping of basal cell carcinoma in whole-slide histopathology using weakly-supervised learning. 103063 2024 93 Medical Image Anal. https://doi.org/10.1016/j.media.2023.103063 db/journals/mia/mia93.html#GeijsDAHAL24

Jasper Linmans Gabriel Raya Jeroen van der Laak Geert Litjens 0001 Diffusion models for out-of-distribution detection in digital pathology. 103088 2024 93 Medical Image Anal. https://doi.org/10.1016/j.media.2024.103088 https://www.wikidata.org/entity/Q130053235 db/journals/mia/mia93.html#LinmansRLL24

Jasper Linmans Emiel Hoogeboom Jeroen van der Laak Geert Litjens 0001 The Latent Doctor Model for Modeling Inter-Observer Variability. 343-354 2024 January 28 IEEE J. Biomed. Health Informatics 1 https://doi.org/10.1109/JBHI.2023.3323582 db/journals/titb/titb28.html#LinmansHLL24

Bram de Wilde Anindo Saha Maarten de Rooij Henkjan Huisman Geert Litjens 0001 Medical diffusion on a budget: Textual Inversion for medical image generation. 1687-1706 2024 MIDL https://proceedings.mlr.press/v250/wilde24a.html conf/midl/2024 db/conf/midl/midl2024.html#WildeSRH024

Nadieh Khalili Joey Spronck Francesco Ciompi Jeroen van der Laak Geert Litjens 0001 Uncertainty-guided annotation enhances segmentation with the human-in-the-loop. 2024 abs/2404.07208 CoRR https://doi.org/10.48550/arXiv.2404.07208 db/journals/corr/corr2404.html#abs-2404-07208

Clément Grisi Geert Litjens 0001 Jeroen van der Laak Masked Attention as a Mechanism for Improving Interpretability of Vision Transformers. 2024 abs/2404.18152 CoRR https://doi.org/10.48550/arXiv.2404.18152 db/journals/corr/corr2404.html#abs-2404-18152

Daan N. Schouten Giulia Nicoletti Bas Dille Catherine Chia Pierpaolo Vendittelli Megan Schuurmans Geert Litjens 0001 Nadieh Khalili Navigating the landscape of multimodal AI in medicine: a scoping review on technical challenges and clinical applications. 2024 abs/2411.03782 CoRR https://doi.org/10.48550/arXiv.2411.03782 db/journals/corr/corr2411.html#abs-2411-03782 streams/journals/corr

Jasper Linmans Stefan Elfwing Jeroen van der Laak Geert Litjens 0001 Predictive uncertainty estimation for out-of-distribution detection in digital pathology. 102655 2023 83 Medical Image Anal. https://doi.org/10.1016/j.media.2022.102655 db/journals/mia/mia83.html#LinmansELL23

Péter Bándi Maschenka Balkenhol Marcory Van Dijk Michel Kok Bram van Ginneken Jeroen van der Laak Geert Litjens 0001 Continual learning strategies for cancer-independent detection of lymph node metastases. 102755 2023 April 85 Medical Image Anal. https://doi.org/10.1016/j.media.2023.102755 db/journals/mia/mia85.html#BandiBDKGLL23

Stephan Dooper Hans Pinckaers Witali Aswolinskiy Konnie M. Hebeda Sofia Jarkman Jeroen van der Laak Geert Litjens 0001 Gigapixel end-to-end training using streaming and attention. 102881 2023 August 88 Medical Image Anal. https://doi.org/10.1016/j.media.2023.102881 db/journals/mia/mia88.html#DooperPAHJLL23

Daan N. Schouten Geert J. S. Litjens PythoStitcher: an iterative approach for stitching digitized tissue fragments into full resolution whole-mount reconstructions. 2023 Digital and Computational Pathology https://doi.org/10.1117/12.2652512 conf/midp/2023 db/conf/midp/midp2023.html#SchoutenL23 streams/conf/midp

Annika Reinke Minu Tizabi Michael Baumgartner 0001 Matthias Eisenmann Doreen Heckmann-Nötzel A. Emre Kavur Tim Rädsch Carole H. Sudre Laura Ación Michela Antonelli Tal Arbel Spyridon Bakas Arriel Benis Matthew B. Blaschko Florian Büttner 0001 M. Jorge Cardoso Veronika Cheplygina Jianxu Chen 0001 Evangelia Christodoulou Beth A. Cimini Gary S. Collins Keyvan Farahani Luciana Ferrer Adrian Galdran Bram van Ginneken Ben Glocker Patrick Godau Robert Haase 0001 Daniel A. Hashimoto Michael M. Hoffman Merel Huisman Fabian Isensee Pierre Jannin Charles E. Kahn Dagmar Kainmueller Bernhard Kainz Alexandros Karargyris Alan Karthikesalingam Hannes Kenngott Jens Kleesiek Florian Kofler Thijs Kooi Annette Kopp-Schneider Michal Kozubek 0001 Anna Kreshuk Tahsin M. Kurç Bennett A. Landman Geert Litjens 0001 Amin Madani Klaus H. Maier-Hein Anne L. Martel Peter Mattson Erik Meijering Bjoern H. Menze Karel G. M. Moons Henning Müller Brennan Nichyporuk Felix Nickel Jens Petersen Susanne M. Rafelski Nasir M. Rajpoot Mauricio Reyes 0001 Michael A. Riegler Nicola Rieke Julio Saez-Rodriguez Clara I. Sánchez Shravya Shetty Maarten van Smeden Ronald M. Summers Abdel A. Taha Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Manuel Wiesenfarth Ziv R. Yaniv Paul F. Jäger Lena Maier-Hein Understanding metric-related pitfalls in image analysis validation. 2023 abs/2302.01790 CoRR https://doi.org/10.48550/arXiv.2302.01790 db/journals/corr/corr2302.html#abs-2302-01790

Clément Grisi Geert Litjens 0001 Jeroen van der Laak Hierarchical Vision Transformers for Context-Aware Prostate Cancer Grading in Whole Slide Images. 2023 abs/2312.12619 CoRR https://doi.org/10.48550/arXiv.2312.12619 db/journals/corr/corr2312.html#abs-2312-12619

Lisa C. Adams Marcus R. Makowski Günther Engel Maximilian Rattunde Felix Busch Patrick Asbach Stefan Markus Niehues Shankeeth Vinayahalingam Bram van Ginneken Geert Litjens 0001 Keno K. Bressem Prostate158 - An expert-annotated 3T MRI dataset and algorithm for prostate cancer detection. 105817 2022 148 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2022.105817 https://www.wikidata.org/entity/Q113877610 db/journals/cbm/cbm148.html#AdamsMERBANVGLB22

Hans Pinckaers Bram van Ginneken Geert Litjens 0001 Streaming Convolutional Neural Networks for End-to-End Learning With Multi-Megapixel Images. 1581-1590 2022 44 IEEE Trans. Pattern Anal. Mach. Intell. 3 https://doi.org/10.1109/TPAMI.2020.3019563 https://www.wikidata.org/entity/Q98730369 db/journals/pami/pami44.html#PinckaersGL22

Pierpaolo Vendittelli Esther M. M. Smeets Geert J. S. Litjens Automatic tumour segmentation in H&E-stained whole-slide images of the pancreas. 2022 Digital and Computational Pathology https://doi.org/10.1117/12.2611542 conf/midp/2022 db/conf/midp/midp2022.html#VendittelliSL22 streams/conf/midp

Lena Maier-Hein Annika Reinke Evangelia Christodoulou Ben Glocker Patrick Godau Fabian Isensee Jens Kleesiek Michal Kozubek 0001 Mauricio Reyes 0001 Michael A. Riegler Manuel Wiesenfarth Michael Baumgartner 0001 Matthias Eisenmann Doreen Heckmann-Nötzel A. Emre Kavur Tim Rädsch Minu Dietlinde Tizabi Laura Ación Michela Antonelli Tal Arbel Spyridon Bakas Peter Bankhead Arriel Benis M. Jorge Cardoso Veronika Cheplygina Beth A. Cimini Gary S. Collins Keyvan Farahani Bram van Ginneken Daniel A. Hashimoto Michael M. Hoffman Merel Huisman Pierre Jannin Charles E. Kahn Alexandros Karargyris Alan Karthikesalingam Hannes Kenngott Annette Kopp-Schneider Anna Kreshuk Tahsin M. Kurç Bennett A. Landman Geert Litjens 0001 Amin Madani Klaus H. Maier-Hein Anne L. Martel Peter Mattson Erik Meijering Bjoern H. Menze David Moher Karel G. M. Moons Henning Müller Felix Nickel Brennan Nichyporuk Jens Petersen Nasir M. Rajpoot Nicola Rieke Julio Saez-Rodriguez Clarisa Sánchez Gutiérrez Shravya Shetty Maarten van Smeden Carole H. Sudre Ronald M. Summers Abdel A. Taha Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger Metrics reloaded: Pitfalls and recommendations for image analysis validation. 2022 abs/2206.01653 CoRR https://doi.org/10.48550/arXiv.2206.01653 db/journals/corr/corr2206.html#abs-2206-01653

Péter Bándi Maschenka Balkenhol Marcory Van Dijk Bram van Ginneken Jeroen van der Laak Geert Litjens 0001 Domain adaptation strategies for cancer-independent detection of lymph node metastases. 2022 abs/2207.06193 CoRR https://doi.org/10.48550/arXiv.2207.06193 db/journals/corr/corr2207.html#abs-2207-06193

Thomas de Bel John-Melle Bokhorst Jeroen van der Laak Geert Litjens 0001 Residual cyclegan for robust domain transformation of histopathological tissue slides. 102004 2021 70 Medical Image Anal. https://doi.org/10.1016/j.media.2021.102004 db/journals/mia/mia70.html#BelBL021

David Tellez Geert Litjens 0001 Jeroen van der Laak Francesco Ciompi Neural Image Compression for Gigapixel Histopathology Image Analysis. 567-578 2021 43 IEEE Trans. Pattern Anal. Mach. Intell. 2 https://doi.org/10.1109/TPAMI.2019.2936841 https://www.wikidata.org/entity/Q92821566 db/journals/pami/pami43.html#TellezLLC21

Zhang Li Jiehua Zhang Tao Tan 0002 Xichao Teng Xiaoliang Sun Hong Zhao Lihong Liu Yang Xiao Byungjae Lee Yilong Li Qianni Zhang Shujiao Sun Yushan Zheng Junyu Yan Ni Li Yiyu Hong Junsu Ko Hyun Jung Yanling Liu Yu-cheng Chen Ching-Wei Wang Vladimir Yurovskiy Pavel Maevskikh Vahid Khanagha Yi Jiang Li Yu Zhihong Liu Daiqiang Li Peter J. Schüffler Qifeng Yu Hui Chen 0020 Yuling Tang Geert Litjens 0001 Deep Learning Methods for Lung Cancer Segmentation in Whole-Slide Histopathology Images - The ACDC@LungHP Challenge 2019. 429-440 2021 25 IEEE J. Biomed. Health Informatics 2 https://doi.org/10.1109/JBHI.2020.3039741 https://www.wikidata.org/entity/Q102215318 db/journals/titb/titb25.html#LiZTTSZLXLLZSZY21

Hans Pinckaers Wouter Bulten Jeroen van der Laak Geert Litjens 0001 Detection of Prostate Cancer in Whole-Slide Images Through End-to-End Training With Image-Level Labels. 1817-1826 2021 40 IEEE Trans. Medical Imaging 7 https://doi.org/10.1109/TMI.2021.3066295 db/journals/tmi/tmi40.html#PinckaersBLL21

Khrystyna Faryna Jeroen van der Laak Geert Litjens 0001 Tailoring automated data augmentation to H&E-stained histopathology. 168-178 2021 MIDL https://proceedings.mlr.press/v143/faryna21a.html conf/midl/2021 db/conf/midl/midl2021.html#FarynaL021 Daan J. Geijs Hans Pinckaers Avital L. Amir Geert J. S. Litjens End-to-end classification on basal-cell carcinoma histopathology whole-slides images. 2021 Digital Pathology https://doi.org/10.1117/12.2581042 conf/midp/2021 db/conf/midp/midp2021.html#GeijsPAL21

Annika Reinke Matthias Eisenmann Minu Dietlinde 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 M. Kurç Michal Kozubek 0001 Bennett A. Landman Geert Litjens 0001 Klaus H. Maier-Hein Bjoern H. Menze Henning Müller Jens Petersen Mauricio Reyes 0001 Nicola Rieke Bram Stieltjes Ronald M. Summers Sotirios A. Tsaftaris Bram van Ginneken Annette Kopp-Schneider Paul Jäger 0002 Lena Maier-Hein Common Limitations of Image Processing Metrics: A Picture Story. 2021 abs/2104.05642 CoRR https://arxiv.org/abs/2104.05642 db/journals/corr/corr2104.html#abs-2104-05642

Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani Annette Kopp-Schneider Bennett A. Landman Geert Litjens 0001 Bjoern H. Menze Olaf Ronneberger Ronald M. Summers Bram van Ginneken Michel Bilello Patrick Bilic Patrick Ferdinand Christ Richard K. G. Do Marc Gollub Stephan Heckers Henkjan J. Huisman William R. Jarnagin Maureen McHugo Sandy Napel Jennifer Goli-Pernicka Kawal S. Rhode Catalina Tobon-Gomez Eugene Vorontsov James A. Meakin Sébastien Ourselin Manuel Wiesenfarth Pablo Arbeláez Byeonguk Bae Sihong Chen Laura Alexandra 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 0005 Jaemin Son Christian Wachinger Liansheng Wang 0002 Yan Wang 0015 Yingda Xia Daguang Xu Zhanwei Xu Yefeng Zheng 0001 Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso The Medical Segmentation Decathlon. 2021 abs/2106.05735 CoRR https://arxiv.org/abs/2106.05735 db/journals/corr/corr2106.html#abs-2106-05735

Pierpaolo Vendittelli Esther M. M. Smeets Geert Litjens 0001 Automatic tumour segmentation in H&E-stained whole-slide images of the pancreas. 2021 abs/2112.01533 CoRR https://arxiv.org/abs/2112.01533 db/journals/corr/corr2112.html#abs-2112-01533

Jasper Linmans Jeroen van der Laak Geert Litjens 0001 Efficient Out-of-Distribution Detection in Digital Pathology Using Multi-Head Convolutional Neural Networks. 465-478 2020 MIDL http://proceedings.mlr.press/v121/linmans20a.html conf/midl/2020 db/conf/midl/midl2020.html#LinmansL020 Leander van Eekelen Hans Pinckaers Konnie M. Hebeda Geert Litjens 0001 Multi-class semantic cell segmentation and classification of aplasia in bone marrow histology images. 113200B 2020 Digital Pathology https://doi.org/10.1117/12.2549654 conf/midp/2020 db/conf/midp/midp2020.html#EekelenPHL20 Zaneta Swiderska-Chadaj Konnie M. Hebeda Michiel van den Brand Geert Litjens 0001 Predicting MYC translocation in HE specimens of diffuse large B-cell lymphoma through deep learning. 1132010 2020 Digital Pathology https://doi.org/10.1117/12.2549650 conf/midp/2020 db/conf/midp/midp2020.html#Swiderska-Chadaj20a

Wouter Bulten Maschenka Balkenhol Jean-Joël Awoumou Belinga Américo Brilhante Asli Çakir Xavier Farré Katerina Geronatsiou Vincent Molinié Guilherme Pereira Paromita Roy Günter Saile Paulo Salles Ewout Schaafsma Joëlle Tschui Anne-Marie Vos Hester van Boven Robert Vink Jeroen van der Laak Christina A. Hulsbergen van de Kaa Geert Litjens 0001 Artificial Intelligence Assistance Significantly Improves Gleason Grading of Prostate Biopsies by Pathologists. 2020 abs/2002.04500 CoRR https://arxiv.org/abs/2002.04500 db/journals/corr/corr2002.html#abs-2002-04500

Hans Pinckaers Wouter Bulten Jeroen van der Laak Geert Litjens 0001 Detection of prostate cancer in whole-slide images through end-to-end training with image-level labels. 2020 abs/2006.03394 CoRR https://arxiv.org/abs/2006.03394 db/journals/corr/corr2006.html#abs-2006-03394

Zhang Li Jiehua Zhang Tao Tan 0002 Xichao Teng Xiaoliang Sun Yang Li 0058 Lihong Liu Yang Xiao Byungjae Lee Yilong Li Qianni Zhang Shujiao Sun Yushan Zheng Junyu Yan Ni Li Yiyu Hong Junsu Ko Hyun Jung Yanling Liu Yu-cheng Chen Ching-Wei Wang Vladimir Yurovskiy Pavel Maevskikh Vahid Khanagha Yi Jiang Xiangjun Feng Zhihong Liu Daiqiang Li Peter J. Schüffler Qifeng Yu Hui Chen 0020 Yuling Tang Geert Litjens 0001 Deep Learning Methods for Lung Cancer Segmentation in Whole-slide Histopathology Images - the ACDC@LungHP Challenge 2019. 2020 abs/2008.09352 CoRR https://arxiv.org/abs/2008.09352 db/journals/corr/corr2008.html#abs-2008-09352

Zaneta Swiderska-Chadaj Hans Pinckaers Mart van Rijthoven Maschenka Balkenhol Margarita Melnikova Oscar Geessink Quirine Manson Mark Sherman 0003 António Polónia Jeremy Parry Mustapha Abubakar Geert Litjens 0001 Jeroen van der Laak Francesco Ciompi Learning to detect lymphocytes in immunohistochemistry with deep learning. 2019 58 Medical Image Anal. https://doi.org/10.1016/j.media.2019.101547 https://www.wikidata.org/entity/Q93057385 db/journals/mia/mia58.html#Swiderska-Chadaj19

David Tellez Geert Litjens 0001 Péter Bándi Wouter Bulten John-Melle Bokhorst Francesco Ciompi Jeroen van der Laak Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology. 2019 58 Medical Image Anal. https://doi.org/10.1016/j.media.2019.101544 https://www.wikidata.org/entity/Q92986384 db/journals/mia/mia58.html#TellezLBBBCL19

Péter Bándi 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 0011 Ludwig Jacobsson Martin Hedlund Melih Çetin Eren Halici Hunter Jackson Richard Chen Fabian Both Jörg Franke Heidi Küsters-Vandevelde Willem Vreuls Peter Bult Bram van Ginneken Jeroen van der Laak Geert Litjens 0001 From Detection of Individual Metastases to Classification of Lymph Node Status at the Patient Level: The CAMELYON17 Challenge. 550-560 2019 38 IEEE Trans. Medical Imaging 2 https://doi.org/10.1109/TMI.2018.2867350 https://www.wikidata.org/entity/Q91331924 db/journals/tmi/tmi38.html#BandiGMDBHBLPZL19

Thomas de Bel Meyke Hermsen Jesper Kers Jeroen van der Laak Geert Litjens 0001 Stain-Transforming Cycle-Consistent Generative Adversarial Networks for Improved Segmentation of Renal Histopathology. 151-163 2019 MIDL http://proceedings.mlr.press/v102/de-bel19a.html conf/midl/2019 db/conf/midl/midl2019.html#BelHKLL19 Hans Pinckaers Wouter Bulten Geert Litjens 0001 High resolution whole prostate biopsy classification using streaming stochastic gradient descent. 109560A 2019 Digital Pathology https://doi.org/10.1117/12.2512817 conf/midp/2019 db/conf/midp/midp2019.html#PinckaersBL19

David Tellez Geert Litjens 0001 Péter Bándi Wouter Bulten John-Melle Bokhorst Francesco Ciompi Jeroen van der Laak Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology. 2019 abs/1902.06543 CoRR http://arxiv.org/abs/1902.06543 db/journals/corr/corr1902.html#abs-1902-06543

Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani Bram van Ginneken Annette Kopp-Schneider Bennett A. Landman Geert Litjens 0001 Bjoern H. Menze Olaf Ronneberger Ronald M. Summers Patrick Bilic Patrick Ferdinand Christ Richard K. G. Do Marc Gollub Jennifer Golia-Pernicka Stephan Heckers William R. Jarnagin Maureen McHugo Sandy Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso A large annotated medical image dataset for the development and evaluation of segmentation algorithms. 2019 abs/1902.09063 CoRR http://arxiv.org/abs/1902.09063 db/journals/corr/corr1902.html#abs-1902-09063

Koen Dercksen Wouter Bulten Geert Litjens 0001 Dealing with Label Scarcity in Computational Pathology: A Use Case in Prostate Cancer Classification. 2019 abs/1905.06820 CoRR http://arxiv.org/abs/1905.06820 db/journals/corr/corr1905.html#abs-1905-06820

Wouter Bulten Hans Pinckaers Hester van Boven Robert Vink Thomas de Bel Bram van Ginneken Jeroen van der Laak Christina A. Hulsbergen van de Kaa Geert Litjens 0001 Automated Gleason Grading of Prostate Biopsies using Deep Learning. 2019 abs/1907.07980 CoRR http://arxiv.org/abs/1907.07980 db/journals/corr/corr1907.html#abs-1907-07980

Hans Pinckaers Geert Litjens 0001 Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands. 2019 abs/1910.10470 CoRR http://arxiv.org/abs/1910.10470 db/journals/corr/corr1910.html#abs-1910-10470

Hans Pinckaers Bram van Ginneken Geert Litjens 0001 Streaming convolutional neural networks for end-to-end learning with multi-megapixel images. 2019 abs/1911.04432 CoRR http://arxiv.org/abs/1911.04432 db/journals/corr/corr1911.html#abs-1911-04432

David Tellez Maschenka Balkenhol Irene Otte-Höller Rob van de Loo Rob Vogels Peter Bult Carla Wauters Willem Vreuls Suzanne Mol Nico Karssemeijer Geert Litjens 0001 Jeroen van der Laak Francesco Ciompi Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks. 2126-2136 2018 37 IEEE Trans. Medical Imaging 9 https://doi.org/10.1109/TMI.2018.2820199 https://www.wikidata.org/entity/Q89557718 db/journals/tmi/tmi37.html#TellezBOLVBWVMK18

Thomas de Bel Meyke Hermsen Geert Litjens 0001 Jeroen van der Laak Structure Instance Segmentation in Renal Tissue: A Case Study on Tubular Immune Cell Detection. 112-119 2018 COMPAY/OMIA@MICCAI https://doi.org/10.1007/978-3-030-00949-6_14 conf/miccai/2018compay db/conf/miccai/compay2018.html#BelHLL18 Wouter Bulten Christina A. Hulsbergen van de Kaa Jeroen van der Laak Geert J. S. Litjens Automated segmentation of epithelial tissue in prostatectomy slides using deep learning. 105810S 2018 Digital Pathology https://doi.org/10.1117/12.2292872 conf/midp/2018 db/conf/midp/midp2018.html#BultenKLL18 Daan J. Geijs Milad Intezar Jeroen A. W. M. van der Laak Geert J. S. Litjens Automatic color unmixing of IHC stained whole slide images. 105810L 2018 Digital Pathology https://doi.org/10.1117/12.2293734 conf/midp/2018 db/conf/midp/midp2018.html#GeijsILL18 David Tellez Maschenka Balkenhol Nico Karssemeijer Geert Litjens 0001 Jeroen van der Laak Francesco Ciompi H&E stain augmentation improves generalization of convolutional networks for histopathological mitosis detection. 105810Z 2018 Digital Pathology https://doi.org/10.1117/12.2293048 conf/midp/2018 db/conf/midp/midp2018.html#TellezBKLLC18 Thomas de Bel Meyke Hermsen Bart Smeets Luuk Hilbrands Jeroen van der Laak Geert Litjens 0001 Automatic segmentation of histopathological slides of renal tissue using deep learning. 1058112 2018 Digital Pathology https://doi.org/10.1117/12.2293717 conf/midp/2018 db/conf/midp/midp2018.html#BelHSHLL18

Zhang Li Zheyu Hu Jiaolong Xu Tao Tan 0002 Hui Chen 0020 Zhi Duan Ping Liu Jun Tang Guoping Cai Quchang Ouyang Yuling Tang Geert Litjens 0001 Qiang Li Computer-aided diagnosis of lung carcinoma using deep learning - a pilot study. 2018 abs/1803.05471 CoRR http://arxiv.org/abs/1803.05471 db/journals/corr/corr1803.html#abs-1803-05471

Hans Pinckaers Geert J. S. Litjens Training convolutional neural networks with megapixel images. 2018 abs/1804.05712 CoRR http://arxiv.org/abs/1804.05712 db/journals/corr/corr1804.html#abs-1804-05712

Wouter Bulten Geert Litjens 0001 Unsupervised Prostate Cancer Detection on H&E using Convolutional Adversarial Autoencoders. 2018 abs/1804.07098 CoRR http://arxiv.org/abs/1804.07098 db/journals/corr/corr1804.html#abs-1804-07098

Wouter Bulten Péter Bándi Jeffrey Hoven Rob van de Loo Johannes Lotz 0002 Nick Weiss Jeroen van der Laak Bram van Ginneken Christina A. Hulsbergen van de Kaa Geert Litjens 0001 Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard. 2018 abs/1808.05883 CoRR http://arxiv.org/abs/1808.05883 db/journals/corr/corr1808.html#abs-1808-05883

David Tellez Maschenka Balkenhol Irene Otte-Höller Rob van de Loo Rob Vogels Peter Bult Carla Wauters Willem Vreuls Suzanne Mol Nico Karssemeijer Geert Litjens 0001 Jeroen van der Laak Francesco Ciompi Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks. 2018 abs/1808.05896 CoRR http://arxiv.org/abs/1808.05896 db/journals/corr/corr1808.html#abs-1808-05896

David Tellez Geert Litjens 0001 Jeroen van der Laak Francesco Ciompi Neural Image Compression for Gigapixel Histopathology Image Analysis. 2018 abs/1811.02840 CoRR http://arxiv.org/abs/1811.02840 db/journals/corr/corr1811.html#abs-1811-02840

Stefan C. A. Steens Elise M. Bekers Willem L. J. Weijs Geert J. S. Litjens Andor Veltien Arie Maat Guido B. van den Broek Jeroen A. W. M. van der Laak Jurgen J. Fütterer Christina A. Hulsbergen van de Kaa Matthias A. W. Merkx Robert P. Takes Evaluation of tongue squamous cell carcinoma resection margins using ex-vivo MR. 821-828 2017 12 Int. J. Comput. Assist. Radiol. Surg. 5 https://doi.org/10.1007/s11548-017-1524-6 https://www.wikidata.org/entity/Q42288622 db/journals/cars/cars12.html#SteensBWLVMBLFK17

Thijs Kooi Geert Litjens 0001 Bram van Ginneken Albert Gubern-Mérida Clara I. Sánchez Ritse Mann Ard den Heeten Nico Karssemeijer Large scale deep learning for computer aided detection of mammographic lesions. 303-312 2017 35 Medical Image Anal. https://doi.org/10.1016/j.media.2016.07.007 https://www.wikidata.org/entity/Q39517681 db/journals/mia/mia35.html#KooiLGGSMHK17

Geert Litjens 0001 Thijs Kooi Babak Ehteshami Bejnordi Arnaud Arindra Adiyoso Setio Francesco Ciompi Mohsen Ghafoorian Jeroen A. W. M. van der Laak Bram van Ginneken Clara I. Sánchez A survey on deep learning in medical image analysis. 60-88 2017 42 Medical Image Anal. https://doi.org/10.1016/j.media.2017.07.005 https://www.wikidata.org/entity/Q38646751 db/journals/mia/mia42.html#LitjensKBSCGLGS17

Francesco Ciompi Oscar Geessink Babak Ehteshami Bejnordi Gabriel Silva de Souza Alexi Baidoshvili Geert Litjens 0001 Bram van Ginneken Iris Nagtegaal Jeroen van der Laak The importance of stain normalization in colorectal tissue classification with convolutional networks. 160-163 2017 ISBI https://doi.org/10.1109/ISBI.2017.7950492 conf/isbi/2017 db/conf/isbi/isbi2017.html#CiompiGBSBLGNL17 Péter Bándi Rob van de Loo Milad Intezar Daan Geijs Francesco Ciompi Bram van Ginneken Jeroen van der Laak Geert Litjens 0001 Comparison of different methods for tissue segmentation in histopathological whole-slide images. 591-595 2017 ISBI https://doi.org/10.1109/ISBI.2017.7950590 conf/isbi/2017 db/conf/isbi/isbi2017.html#BandiLIGCGLL17

Geert Litjens 0001 Thijs Kooi Babak Ehteshami Bejnordi Arnaud Arindra Adiyoso Setio Francesco Ciompi Mohsen Ghafoorian Jeroen A. W. M. van der Laak Bram van Ginneken Clara I. Sánchez A Survey on Deep Learning in Medical Image Analysis. 2017 abs/1702.05747 CoRR http://arxiv.org/abs/1702.05747 db/journals/corr/corr1702.html#LitjensKBSCGLGS17

Péter Bándi Rob van de Loo Milad Intezar Daan Geijs Francesco Ciompi Bram van Ginneken Jeroen van der Laak Geert Litjens 0001 Comparison of Different Methods for Tissue Segmentation in Histopathological Whole-Slide Images. 2017 abs/1703.05990 CoRR http://arxiv.org/abs/1703.05990 db/journals/corr/corr1703.html#BandiLIGCGLL17

Babak Ehteshami Bejnordi Guido C. A. Zuidhof Maschenka Balkenhol Meyke Hermsen Peter Bult Bram van Ginneken Nico Karssemeijer Geert Litjens 0001 Jeroen van der Laak Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images. 2017 abs/1705.03678 CoRR http://arxiv.org/abs/1705.03678 db/journals/corr/corr1705.html#BejnordiZBHBGKL17

Babak Ehteshami Bejnordi Geert Litjens 0001 Nadya Timofeeva Irene Otte-Höller André Homeyer Nico Karssemeijer Jeroen A. W. M. van der Laak Stain Specific Standardization of Whole-Slide Histopathological Images. 404-415 2016 35 IEEE Trans. Medical Imaging 2 https://doi.org/10.1109/TMI.2015.2476509 https://www.wikidata.org/entity/Q40557989 db/journals/tmi/tmi35.html#BejnordiLTOHKL16

Arnaud Arindra Adiyoso Setio Francesco Ciompi Geert Litjens 0001 Paul K. Gerke Colin Jacobs Sarah J. van Riel Mathilde Marie Winkler Wille Matiullah Naqibullah Clara I. Sánchez Bram van Ginneken Pulmonary Nodule Detection in CT Images: False Positive Reduction Using Multi-View Convolutional Networks. 1160-1169 2016 35 IEEE Trans. Medical Imaging 5 https://doi.org/10.1109/TMI.2016.2536809 https://www.wikidata.org/entity/Q39938724 db/journals/tmi/tmi35.html#SetioCLGJRWNSG16

Babak Ehteshami Bejnordi Maschenka Balkenhol Geert Litjens 0001 Roland Holland Peter Bult Nico Karssemeijer Jeroen A. W. M. van der Laak Automated Detection of DCIS in Whole-Slide H&E Stained Breast Histopathology Images. 2141-2150 2016 35 IEEE Trans. Medical Imaging 9 https://doi.org/10.1109/TMI.2016.2550620 https://www.wikidata.org/entity/Q48542297 db/journals/tmi/tmi35.html#BejnordiBLHBKL16

Geert Litjens 0001 Kai Safferling Niels Grabe Automated robust registration of grossly misregistered whole-slide images with varying stains. 979103 2016 Digital Pathology https://doi.org/10.1117/12.2216672 conf/midp/2016 db/conf/midp/midp2016.html#LitjensSG16

Mohsen Ghafoorian Nico Karssemeijer Tom Heskes Inge van Uden Clara I. Sánchez Geert Litjens 0001 Frank-Erik de Leeuw Bram van Ginneken Elena Marchiori Bram Platel Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities. 2016 abs/1610.04834 CoRR http://arxiv.org/abs/1610.04834 db/journals/corr/corr1610.html#GhafoorianKHUSL16

Babak Ehteshami Bejnordi Geert Litjens 0001 Meyke Hermsen Nico Karssemeijer Jeroen A. W. M. van der Laak A multi-scale superpixel classification approach to the detection of regions of interest in whole slide histopathology images. 94200H 2015 Digital Pathology https://doi.org/10.1117/12.2081768 conf/midp/2015 db/conf/midp/midp2015.html#BejnordiLHKL15 Geert Litjens 0001 Babak Ehteshami Bejnordi Nadya Timofeeva G. Swadi Iringo Kovacs Christina A. Hulsbergen van de Kaa Jeroen van der Laak Automated detection of prostate cancer in digitized whole-slide images of H and E-stained biopsy specimens. 94200B 2015 Digital Pathology https://doi.org/10.1117/12.2081366 conf/midp/2015 db/conf/midp/midp2015.html#LitjensBTSKKL15

Geert Litjens 0001 Robert Toth Wendy J. M. van de Ven Caroline Hoeks Sjoerd Kerkstra Bram van Ginneken Graham Vincent Gwenaël Guillard Neil Birbeck Jindang Zhang Robin Strand Filip Malmberg Yangming Ou Christos Davatzikos Matthias Kirschner Florian Jung Jing Yuan 0001 Wu Qiu Qinquan Gao Philip J. Edwards Bianca Maan Ferdinand van der Heijden Soumya Ghose Jhimli Mitra Jason Dowling Dean C. Barratt Henkjan J. Huisman Anant Madabhushi Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge. 359-373 2014 18 Medical Image Anal. 2 https://doi.org/10.1016/j.media.2013.12.002 https://www.wikidata.org/entity/Q34065836 db/journals/mia/mia18.html#LitjensTVHKGVGBZSMODKJYQGEMHGMDBHM14

Geert Litjens 0001 Oscar Debats Jelle O. Barentsz Nico Karssemeijer Henkjan J. Huisman Computer-Aided Detection of Prostate Cancer in MRI. 1083-1092 2014 33 IEEE Trans. Medical Imaging 5 https://doi.org/10.1109/TMI.2014.2303821 https://www.wikidata.org/entity/Q51091670 db/journals/tmi/tmi33.html#LitjensDBKH14

Geert J. S. Litjens R. Elliott Natalie Shih Michael D. Feldman Jelle O. Barentsz Christina A. Hulsbergen van de Kaa Iringo Kovacs Henkjan J. Huisman Anant Madabhushi Distinguishing prostate cancer from benign confounders via a cascaded classifier on multi-parametric MRI. 903512 2014 Computer-Aided Diagnosis https://doi.org/10.1117/12.2043751 conf/micad/2014 db/conf/micad/micad2014.html#LitjensESFBKKHM14 Geert Litjens 0001 Henkjan J. Huisman R. Elliott Natalie Shih Michael D. Feldman Satish Viswanath Jurgen J. Fütterer J. Bomers Anant Madabhushi Distinguishing benign confounding treatment changes from residual prostate cancer on MRI following laser ablation. 90361D 2014 Image-Guided Procedures https://doi.org/10.1117/12.2043819 https://www.wikidata.org/entity/Q62782705 conf/miigp/2014 db/conf/miigp/miigp2014.html#LitjensHESFVFBM14 Geert J. S. Litjens Jelle O. Barentsz Nico Karssemeijer Henkjan J. Huisman Automated computer-aided detection of prostate cancer in MR images: from a whole-organ to a zone-based approach. 83150G 2012 Computer-Aided Diagnosis https://doi.org/10.1117/12.911061 conf/micad/2012 db/conf/micad/micad2012.html#LitjensBKH12 Geert Litjens 0001 Oscar Debats Wendy J. M. van de Ven Nico Karssemeijer Henkjan J. Huisman A Pattern Recognition Approach to Zonal Segmentation of the Prostate on MRI. 413-420 2012 MICCAI (2) https://doi.org/10.1007/978-3-642-33418-4_51 https://www.wikidata.org/entity/Q62498463 conf/miccai/2012-2 db/conf/miccai/miccai2012-2.html#LitjensDVKH12 Geert J. S. Litjens Pieter C. Vos Jelle O. Barentsz Nico Karssemeijer Henkjan J. Huisman Automatic computer aided detection of abnormalities in multi-parametric prostate MRI. 79630T 2011 Computer-Aided Diagnosis https://doi.org/10.1117/12.877844 conf/micad/2011 db/conf/micad/micad2011.html#LitjensVBKH11 Wendy J. M. van de Ven Geert J. S. Litjens Jelle O. Barentsz Thomas Hambrock Henkjan J. Huisman Required Accuracy of MR-US Registration for Prostate Biopsies. 92-99 2011 Prostate Cancer Imaging https://doi.org/10.1007/978-3-642-23944-1_10 conf/miccai/2011pci db/conf/miccai/pci2011.html#VenLBHH11 Geert J. S. Litjens Marieke Heisen Johannes Buurman Bart M. ter Haar Romeny Pharmacokinetic models in clinical practice: what model to use for DCE-MRI of the breast? 185-188 2010 ISBI https://doi.org/10.1109/ISBI.2010.5490382 conf/isbi/2010 db/conf/isbi/isbi2010.html#LitjensHBR10 Henkjan J. Huisman Pieter C. Vos Geert Litjens 0001 Thomas Hambrock Jelle O. Barentsz Computer Aided Detection of Prostate Cancer Using T2, DWI and DCE MRI: Methods and Clinical Applications. 4-14 2010 Prostate Cancer Imaging https://doi.org/10.1007/978-3-642-15989-3_2 conf/miccai/2010pci db/conf/miccai/pci2010.html#HuismanVLHB10 Geert J. S. Litjens Laurens Hogeweg Arnold M. R. Schilham Pim A. de Jong Max A. Viergever Bram van Ginneken Simulation of Nodules and Diffuse Infiltrates in Chest Radiographs Using CT Templates. 396-403 2010 MICCAI (2) https://doi.org/10.1007/978-3-642-15745-5_49 https://www.wikidata.org/entity/Q85108482 conf/miccai/2010-2 db/conf/miccai/miccai2010-2.html#LitjensHSJVG10 Matthew Abikenari Mustapha Abubakar Laura Ación Lisa AdamsLisa C. Adams Vittorio Agosti Avital L. Amir Jianpeng An Michela Antonelli Tal Arbel Pablo Andrés ArbeláezPablo Arbeláez Patrick Asbach Witali Aswolinskiy Byeonguk Bae Alexi Baidoshvili Spyridon Bakas Maschenka Balkenhol Péter Bándi Peter Bankhead Jelle O. Barentsz Laura Barisoni Dean C. Barratt Christian F. Baumgartner Michael Baumgartner 0001 Babak Ehteshami Bejnordi Elise M. Bekers Thomas de Bel Jean-Joël Awoumou Belinga Arriel Benis Michel Bilello Patrick Bilic Neil Birbeck Matthew B. Blaschko John-Melle Bokhorst J. Bomers Joeran S. Bosma Fabian Both Hester van Boven Michiel van den Brand Keno K. Bressem Américo Brilhante Guido B. van den Broek Florian Buettner 0001Florian Büttner 0001 Luc Builtjes Peter Bult Wouter Bulten Felix Busch Reinhard Büttner Johannes Buurman Guoping Cai Qing Cai Asli Çakir Ben Van Calster Manuel Jorge CardosoM. Jorge Cardoso Melih Çetin Bowen Chen Hao Chen 0011 Hui Chen 0020 Jianxu Chen 0001 Richard Chen Sihong Chen Yijiang Chen Yucheng ChenYu-cheng Chen Shenghua Cheng Veronika Cheplygina Catherine Chia Philip Chikontwe Patrick Ferdinand Christ Evangelia Christodoulou Beth A. Cimini Francesco Ciompi Gary S. Collins Germán Corredor Qian Da Anders Bjorholm DahlAnders B. Dahl Marina D'Amato Salma Dammak Christos Davatzikos Laura Alexandra Daza Oscar Debats Koen Dercksen Marcory Van Dijk Bas Dille Richard K. G. Do Stephan Dooper Jason Dowling Shannon Doyle Zhi Duan Philip J. Edwards Leander van Eekelen Lars Egevad Matthias Eisenmann Martin Eklund Stefan Elfwing R. Elliott Günther Engel Keyvan Farahani Xavier Farré Khrystyna Faryna Michael D. Feldman Jianjiang Feng Xiangjun Feng Luciana Ferrer Jörg Franke Keisuke Fukuta Jurgen J. Fütterer Adrian Galdran Qinquan Gao Yuan Gao Zhongke Gao Natalia P. García-de-la-Puente Oscar Geessink Daan GeijsDaan J. Geijs Paul K. Gerke Katerina Geronatsiou Mohsen Ghafoorian Soumya Ghose Bram van Ginneken Ben Glocker Patrick Godau Jennifer Goli-Pernicka Jennifer Golia-Pernicka Marc Gollub Fennie van der Graaf Niels Grabe Clément Grisi Albert Gubern-Mérida Gwenaël Guillard Clarisa Sánchez Gutiérrez Robert Haase 0001 Eren Halici Thomas Hambrock Luyi Han Xiao Han Daniel A. Hashimoto Baochun He Konnie M. Hebeda Stephan Heckers Doreen Heckmann-Nötzel Martin Hedlund Gerard J. den HeetenArd den Heeten Axel Heidenreich Ferdinand van der Heijden Marieke Heisen Alessa Hering Meyke Hermsen Tom Heskes Luuk Hilbrands Lisa M. Hillen Caroline Hoeks Michael M. Hoffman Laurens Hogeweg Roland Holland André Homeyer Yiyu Hong Emiel Hoogeboom Jeffrey Hoven Weiguo Hu Zheyu Hu Jun-Zhou Huang Henkjan J. HuismanHenkjan Huisman Merel Huisman Milad Intezar Fabian Isensee Hunter Jackson Colin Jacobs Ludwig Jacobsson Paul F. JaegerPaul F. JägerPaul Jäger 0002 Pierre Jannin Sofia Jarkman William R. Jarnagin Yuanfeng Ji Zheyi Ji Fucang Jia Yi Jiang Pim A. de Jong Min Ju Florian Jung Hyun Jung Christina A. Hulsbergen van de Kaa Charles E. Kahn Jr.Charles E. Kahn Dagmar KainmüllerDagmar Kainmueller Bernhard Kainz Solène-Florence Kammerer-Jacquet Alexandros Karargyris Nico Karssemeijer Kimmo Kartasalo Alan Karthikesalingam Jakob Nikolas Kather A. Emre Kavur Hannes Kenngott Sjoerd Kerkstra Jesper Kers Nadieh Khalili Vahid Khanagha Ildoo Kim Namkug Kim Matthias Kirschner Jens Kleesiek Junsu Ko Florian Kofler Michel Kok Daisuke Komura Thijs Kooi Thomas Koopman Annette Kopp-Schneider Iringo Kovacs Michal Kozubek 0001 Anna Kreshuk Tahsin M. Kurç Heidi Küsters-Vandevelde Jeroen van der LaakJeroen A. W. M. van der Laak Bennett A. Landman Guillaume Larghero Byungjae Lee Frank-Erik de Leeuw Judith Lefkes Carlijn M. Lems Daiqiang Li Ni Li Qiang Li Quanzheng Li Shuo Li 0001 Yang Li 0058 Yilong Li Zhang Li Huangjing Lin Jasper Linmans Lihong Liu Ping Liu Yanling Liu Zhihong Liu Rob van de Loo Johannes Lotz 0002 Le Lu 0001 Bianca Maan Arie Maat Anant Madabhushi Amin Madani Pavel Maevskikh Klaus H. Maier-Hein Lena Maier-Hein Marcus R. Makowski Filip Malmberg Ritse MannRitse M. Mann Quirine Manson Elena Marchiori Robert Martí Marly Anne L. Martel Peter Mattson Maureen McHugo James A. Meakin Frédérique Meeuwsen Erik Meijering Margarita Melnikova Bjoern MenzeBjoern H. Menze Dorit Merhof Matthias A. W. Merkx Anne Mickan Dominique van Midden Jhimli Mitra David Moher Suzanne Mol Vincent Molinié Sander Moonemans Karel G. M. Moons Henning Müller Enrico Munari Iris Nagtegaal Sandy Napel Matiullah Naqibullah Peter Neidlinger Brennan Nichyporuk Felix Nickel Giulia Nicoletti Stefan Markus Niehues Irene Otte-Höller Yangming Ou Sébastien Ourselin Quchang Ouyang Vlado Ovtcharov Kyunghyun Paeng Akshay Pai BeomHee Park Jeremy Parry Guilherme Pereira Mathias Perslev Jens Petersen Lena Philipp Maksym Pikul Hans Pinckaers Katja Pinker-Domenig Bram Platel António Polónia Mathias Prokop Wu Qiu Tim Rädsch Susanne M. Rafelski Nasir M. Rajpoot Sebastiaan Ram Maximilian Rattunde Gabriel Raya Annika Reinke Mauricio Reyes 0001 Ramin Rezaiifar Kawal S. Rhode Michael Riegler 0001Michael A. Riegler Nicola Rieke Sarah J. van Riel Mart van Rijthoven Oliver Rippel Bart M. ter Haar Romeny Olaf Ronneberger Maarten de Rooij Paromita Roy Julio Saez-Rodriguez Kai Safferling Anindo Saha Günter Saile Paulo Salles Paulo Guilherme de Oliveira Salles Clara I. Sánchez Ignacio Sarasua Ewout Schaafsma Arnold M. R. Schilham Daan N. Schouten Peter J. Schüffler Megan Schuurmans Sofiya Semko Arnaud A. A. SetioArnaud Arindra Adiyoso Setio Wei Shen 0005 Mark Sherman 0003 Shravya Shetty Natalie Shih Amber L. Simpson Ivan Slootweg Maarten van Smeden Bart Smeets Esther M. M. Smeets Ewoud J. Smit Jaemin Son Gabriel Silva de Souza Joey Spronck Stefan C. A. Steens Michelle Stegeman Bram Stieltjes Robin Strand Carole H. Sudre Ronald M. Summers Shujiao Sun Susu Sun Xiaoliang Sun G. Swadi Zaneta SwiderskaZaneta Swiderska-Chadaj Abdel A. Taha Robert P. Takes Tao Tan 0002 Jun Tang Yuling Tang David Tellez Xichao Teng Leslie Tessier Jeppe Thagaard Nadya Timofeeva Aleksei Tiulpin Minu TizabiMinu Dietlinde Tizabi Catalina Tobon-Gomez Yuri Tolkach Robert Toth Daniel Truhn Sotirios A. Tsaftaris Joëlle Tschui Inge W. M. van UdenInge van Uden Nefise Uysal Gaël Varoquaux Andor Veltien Wendy J. M. van de Ven Pierpaolo Vendittelli Max A. Viergever Shankeeth Vinayahalingam Graham Vincent Robert Vink Satish Viswanath Rob Vogels Eugene Vorontsov Anne-Marie Vos Pieter C. Vos Willem Vreuls Christian Wachinger Chaofu Wang Ching-Wei Wang Liansheng Wang 0002 Shuhao Wang Wenwen Wang Yan Wang 0015 Yong Wang Carla Wauters Rianne A. Weber Willem L. J. Weijs Nick Weiss Manuel Wiesenfarth Bram de Wilde Mathilde M. W. WilleMathilde Marie Winkler Wille Drew F. K. Williamson Shandong Wu Yingda Xia Yang Xiao Daguang Xu Jiaolong Xu Wei Xu Zhanwei Xu Junyu Yan Sen Yang Ziv YanivZiv R. Yaniv Kun-Hsing Yu Li Yu Qifeng Yu Jing Yuan 0001 Vladimir Yurovskiy Farhad G. ZanjaniFarhad Ghazvinian Zanjani Shaoqun Zeng Jiehua Zhang Jindang Zhang Qianni Zhang Tianyu Zhang 0006 Gang Zhao Hong Zhao Junhan Zhao Yefeng Zheng 0001 Yushan Zheng Aoxiao Zhong Dingrong Zhong Albert Zhou Lifeng Zhu Svitlana Zinger Guido C. A. Zuidhof