Abstract: Investigation of Class Separability within Object Detection Models in Histopathology.

Marc Aubreville https://orcid.org/0000-0002-5294-5247 https://www.wikidata.org/entity/Q90758107 https://d-nb.info/gnd/1211642232 Jonas Ammeling Jonathan Ganz Frauke Wilm Katharina Breininger Marc Aubreville Abstract: Investigation of Class Separability within Object Detection Models in Histopathology. 18 2026 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-51100-5_3 conf/bildmed/2026 db/conf/bildmed/bildmed2026.html#AmmelingGWBA26 Emely Rosbach Jonas Ammeling Christof A. Bertram Andreas Riener Marc Aubreville Abstract: When Two Wrongs Don't Make a Right - Examining Confirmation Bias and the Role of Time Pressure During Human-AI Collaboration in Computational Pathology. 193 2026 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-51100-5_39 conf/bildmed/2026 db/conf/bildmed/bildmed2026.html#RosbachABRA26 Sweta Banerjee Timo Gosch Sara Hester Viktoria Weiss Thomas Conrad Taryn A. Donovan Nils Porsche Jonas Ammeling Christoph Stroblberger Robert Klopfleisch Christopher C. Kaltenecker Christof A. Bertram Katharina Breininger Marc Aubreville Enabling Fast and Mobile Histopathology Image Annotation through Swipeable Interfaces SWAN. 203-209 2026 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-51100-5_42 conf/bildmed/2026 db/conf/bildmed/bildmed2026.html#BanerjeeGHWCDPA26 Nils Porsche Flurin Müller-Diesing Sweta Banerjee Miguel Goncalves Marc Aubreville Filtering Scheme for Confocal Laser Endomicroscopy (CLE)-video Sequences for Self-supervised Learning. 375-380 2026 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-51100-5_73 conf/bildmed/2026 db/conf/bildmed/bildmed2026.html#PorscheMBGA26 Marc Aubreville Taryn A. Donovan Christof A. Bertram Exploring General-purpose Autonomous Multimodal Agents for Pathology Report Generation. 393-399 2026 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-51100-5_76 conf/bildmed/2026 db/conf/bildmed/bildmed2026.html#AubrevilleDB26 Jingna Qiu Frauke Wilm Mathias Öttl Jonas Utz Maja Schlereth Moritz Schillinger Marc Aubreville Katharina Breininger Decomposition Sampling for Efficient Region Annotations in Active Learning. WACV 2026 4160-4169 conf/wacv/2026 https://doi.org/10.1109/WACV61042.2026.00405 db/conf/wacv/wacv2026.html#QiuWOUSSAB26 streams/conf/wacv

Marc Aubreville Taryn A. Donovan Christof A. Bertram Exploring General-Purpose Autonomous Multimodal Agents for Pathology Report Generation. 2026 January abs/2601.11540 CoRR https://doi.org/10.48550/arXiv.2601.11540 db/journals/corr/corr2601.html#abs-2601-11540 streams/journals/corr

Emely Rosbach Jonas Ammeling Jonathan Ganz Christof Albert Bertram Thomas Conrad Andreas Riener Marc Aubreville Stuck on Suggestions: Automation Bias, the Anchoring Effect, and the Factors That Shape Them in Computational Pathology. 2026 March abs/2603.11821 CoRR https://doi.org/10.48550/arXiv.2603.11821 db/journals/corr/corr2603.html#abs-2603-11821 streams/journals/corr

Christof A. Bertram Jonas Ammeling Alexander Bartel Gillian Beamer Marc Aubreville Performance evaluation of deep learning models for image analysis: considerations for visual control and statistical metrics. 2026 March abs/2603.13557 CoRR https://doi.org/10.48550/arXiv.2603.13557 db/journals/corr/corr2603.html#abs-2603-13557 streams/journals/corr

Marc Aubreville Jonas Ammeling Sweta Banerjee Viktoria Weiss Taryn A. Donovan Robert Klopfleisch Jiaqi Lv Shan E Ahmed Raza Raphaël Bourgade Thomas Walter 0003 Yasemin Topuz Songül Varli Charles-Antoine Collins-Fekete Zhuoyan Shen Navya Sri Kelam Nitin Singhal Christian Marzahl Brian Napora Tengyou Xu Hongyan Gu Mario Vento Gennaro Percannella Norbert Ropiak Izabela Wasiak Jie Xiao Shaojun Liu Seungho Choe April Khademi Vidushi Walia Sujatha Kotte Andrew Broad Alex Wright Guillaume Balezo Esha Sadia Nasir Mostafa Jahanifar Yosuke Yamagishi Shouhei Hanaoka Mattia Sarno Francesco Tortorella Biwen Meng Jingxin Liu 0005 Sara Krauss Daniel Hieber Lavish Ramchandani Dev Kumar Das Mieko Ochi Yuan Bae Piotr Giedziun Mateusz Maniewski Vangala Govindakrishnan Saipradeep Naveen Sivadasan Leire Benito-Del-Valle Adrian Galdran Kaustubh Atey Sameer Anand Jha Adinath Dukre Imran Razzak Maxime W. Lafarge Viktor H. Koelzer Nils Porsche Nikolas Stathonikos Mitko Veta Dominik Hirling Zsanett Zsófia Iván Péter Horváth Katharina Breininger Christof A. Bertram Mitosis Detection in the Wild: Multi-Tumor and Context-Aware Generalization in the MIDOG 2025 Challenge. 2026 June abs/2606.07368 CoRR https://doi.org/10.48550/arXiv.2606.07368 db/journals/corr/corr2606.html#abs-2606-07368 streams/journals/corr

Sebastian Krügel Jonas Ammeling Marc Aubreville Alexis Fritz Angelika Kießig Matthias Uhl Perceived responsibility in AI-supported medicine. 1485-1495 2025 March 40 AI Soc. 3 https://doi.org/10.1007/s00146-024-01972-6 db/journals/ais/ais40.html#KrugelAAFKU25 streams/journals/ais

Jonathan Ganz Jonas Ammeling Samir Jabari Katharina Breininger Marc Aubreville Re-identification from histopathology images. 103335 2025 99 Medical Image Anal. https://doi.org/10.1016/j.media.2024.103335 db/journals/mia/mia99.html#GanzAJBA25 streams/journals/mia

Jonas Ammeling Jonathan Ganz Frauke Wilm Katharina Breininger Marc Aubreville Investigation of Class Separability Within Object Detection Models in Histopathology. 3162-3174 2025 August 44 IEEE Trans. Medical Imaging 8 https://doi.org/10.1109/TMI.2025.3560134 db/journals/tmi/tmi44.html#AmmelingGWBA25 streams/journals/tmi

Jonathan Ganz Jonas Ammeling Emely Rosbach Ludwig Lausser Christof A. Bertram Katharina Breininger Marc Aubreville Is Self-supervision Enough? - Benchmarking Foundation Models Against End-to-end Training for Mitotic Figure Classification. 63-68 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_15 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#GanzARLBBA25 Christof A. Bertram Viktoria Weiss Taryn A. Donovan Sweta Banerjee Thomas Conrad Jonas Ammeling Robert Klopfleisch Christopher C. Kaltenecker Marc Aubreville Histologic Dataset of Normal and Atypical Mitotic Figures on Human Breast Cancer (AMi-Br). 113-118 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_25 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#BertramWDBCAKKA25 Emely Rosbach Jonathan Ganz Jonas Ammeling Andreas Riener Marc Aubreville Automation Bias in AI-assisted Medical Decision-making under Time Pressure in Computational Pathology. 129-134 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_27 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#RosbachGARA25 Jonathan Ganz Jonas Ammeling Samir Jabari Katharina Breininger Marc Aubreville Abstract: Re-identification from Histopathology Images. 135 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_28 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#GanzAJBA25 Jonathan Ganz Christian Marzahl Jonas Ammeling Emely Rosbach Taryn A. Donovan Samir Jabari Christof A. Bertram Katharina Breininger Marc Aubreville Abstract: Information Mismatch in PHH3-assisted Mitosis Annotation Leads to Interpretation Shifts in H&E Slide Analysis. 155 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_33 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#GanzMARDJBBA25 Sweta Banerjee Christof A. Bertram Jonas Ammeling Viktoria Weiss Thomas Conrad Robert Klopfleisch Christopher C. Kaltenecker Katharina Breininger Marc Aubreville Comprehensive Dataset of Coarse Tumor Annotations for The Cancer Genome Atlas Breast Invasive Carcinoma. 260-265 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_56 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#BanerjeeBAWCKKB25 Andreas Haghofer Eda Parlak Alexander Bartel Taryn A. Donovan Charles-Antoine Assenmacher Pompei Bolfa Michael J. Dark Andrea Fuchs-Baumgartinger Andrea Klang Kathrin Jäger Robert Klopfleisch Sophie Merz Barbara Richter F. Yvonne Schulman Hannah Janout Jonathan Ganz Josef Scharinger Marc Aubreville Stephan M. Winkler Matti Kiupel Christof A. Bertram Abstract: Nuclear Pleomorphism in Canine Cutaneous Mast Cell Tumors. 267 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_58 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#HaghoferPBDABDF25 Jingna Qiu Marc Aubreville Frauke Wilm Mathias Öttl Jonas Utz Maja Schlereth Katharina Breininger Abstract: Leveraging Image Captions for Selective Whole Slide Image Annotation. 268 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_59 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#QiuAWOUSB25 Pablo Pernias Dominic Rampas Mats L. Richter Christopher J. Pal Marc Aubreville Abstract: Würstchen - An Efficient Architecture for Large-scale Text-to-image Diffusion Models. 269 2025 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-47422-5_60 conf/bildmed/2025 db/conf/bildmed/bildmed2025.html#PerniasRRPA25 Emely Rosbach Jonas Ammeling Sebastian Krügel Angelika Kießig Alexis Fritz Jonathan Ganz Chloé Puget Taryn A. Donovan Andrea Klang Maximilian C. Köller Pompei Bolfa Marco Tecilla Daniela Denk Matti Kiupel Georgios Paraschou Mun Keong Kok Alexander F. H. Haake Ronald R. de Krijger Andreas F.-P. Sonnen Tanit Kasantikul Gerry M. Dorrestein Rebecca C. Smedley Nikolas Stathonikos Matthias Uhl Christof A. Bertram Andreas Riener Marc Aubreville "When Two Wrongs Don't Make a Right" - Examining Confirmation Bias and the Role of Time Pressure During Human-AI Collaboration in Computational Pathology. 528:1-528:18 2025 CHI https://doi.org/10.1145/3706598.3713319 conf/chi/2025 db/conf/chi/chi2025.html#RosbachAKKFGPDK25

Christof A. Bertram Viktoria Weiss Taryn A. Donovan Sweta Banerjee Thomas Conrad Jonas Ammeling Robert Klopfleisch Christopher C. Kaltenecker Marc Aubreville A Histologic Dataset of Normal and Atypical Mitotic Figures on Human Breast Cancer (AMi-Br). 2025 January abs/2501.04467 CoRR https://doi.org/10.48550/arXiv.2501.04467 db/journals/corr/corr2501.html#abs-2501-04467 streams/journals/corr

Sweta Banerjee Viktoria Weiss Taryn A. Donovan Rutger A. Fick Thomas Conrad Jonas Ammeling Nils Porsche Robert Klopfleisch Christopher C. Kaltenecker Katharina Breininger Marc Aubreville Christof A. Bertram Benchmarking Deep Learning and Vision Foundation Models for Atypical vs. Normal Mitosis Classification with Cross-Dataset Evaluation. 2025 June abs/2506.21444 CoRR https://doi.org/10.48550/arXiv.2506.21444 db/journals/corr/corr2506.html#abs-2506-21444 streams/journals/corr

Jonas Ammeling Jonathan Ganz Emely Rosbach Ludwig Lausser Christof A. Bertram Katharina Breininger Marc Aubreville Benchmarking Foundation Models for Mitotic Figure Classification. 2025 August abs/2508.04441 CoRR https://doi.org/10.48550/arXiv.2508.04441 db/journals/corr/corr2508.html#abs-2508-04441 streams/journals/corr

Jingna Qiu Nishanth Jain Jonas Ammeling Marc Aubreville Katharina Breininger Effortless Vision-Language Model Specialization in Histopathology without Annotation. 2025 August abs/2508.07835 CoRR https://doi.org/10.48550/arXiv.2508.07835 db/journals/corr/corr2508.html#abs-2508-07835 streams/journals/corr

Nils Porsche Flurin Müller-Diesing Sweta Banerjee Miguel Goncalves Marc Aubreville A filtering scheme for confocal laser endomicroscopy (CLE)-video sequences for self-supervised learning. 2025 November abs/2511.00098 CoRR https://doi.org/10.48550/arXiv.2511.00098 db/journals/corr/corr2511.html#abs-2511-00098 streams/journals/corr

Sweta Banerjee Timo Gosch Sara Hester Viktoria Weiss Thomas Conrad Taryn A. Donovan Nils Porsche Jonas Ammeling Christoph Stroblberger Robert Klopfleisch Christopher C. Kaltenecker Christof A. Bertram Katharina Breininger Marc Aubreville SWAN - Enabling Fast and Mobile Histopathology Image Annotation through Swipeable Interfaces. 2025 November abs/2511.08271 CoRR https://doi.org/10.48550/arXiv.2511.08271 db/journals/corr/corr2511.html#abs-2511-08271 streams/journals/corr

Christof A. Bertram Viktoria Weiss Jonas Ammeling F. Maria Schabel Taryn A. Donovan Frauke Wilm Christian Marzahl Katharina Breininger Marc Aubreville Dataset creation for supervised deep learning-based analysis of microscopic images - review of important considerations and recommendations. 2025 December abs/2512.04564 CoRR https://doi.org/10.48550/arXiv.2512.04564 db/journals/corr/corr2512.html#abs-2512-04564 streams/journals/corr

Jingna Qiu Frauke Wilm Mathias Öttl Jonas Utz Maja Schlereth Moritz Schillinger Marc Aubreville Katharina Breininger Decomposition Sampling for Efficient Region Annotations in Active Learning. 2025 December abs/2512.07606 CoRR https://doi.org/10.48550/arXiv.2512.07606 db/journals/corr/corr2512.html#abs-2512-07606 streams/journals/corr

Marc Aubreville Nikolas Stathonikos Taryn A. Donovan Robert Klopfleisch Jonas Ammeling Jonathan Ganz Frauke Wilm Mitko Veta Samir Jabari Markus Eckstein Jonas Annuscheit Christian Krumnow Engin Bozaba Sercan Çayir Hongyan Gu Xiang Anthony Chen Mostafa Jahanifar Adam Shephard Satoshi Kondo Satoshi Kasai Sujatha Kotte VG Saipradeep Maxime W. Lafarge Viktor H. Koelzer Ziyue Wang 0005 Yongbing Zhang 0002 Sen Yang 0006 Xiyue Wang Katharina Breininger Christof A. Bertram Domain generalization across tumor types, laboratories, and species - Insights from the 2022 edition of the Mitosis Domain Generalization Challenge. 103155 2024 94 Medical Image Anal. https://doi.org/10.1016/j.media.2024.103155 db/journals/mia/mia94.html#AubrevilleSDKAGWVJEAKBCGCJSKKKSLKWZ24

Christof A. Bertram Christian Marzahl Alexander Bartel Jason Stayt Federico Bonsembiante Janet Beeler-Marfisi Ann K. Barton Ginevra Brocca Maria E. Gelain Agnes C. Gläsel Kelly du Preez Kristina Weiler Christiane Weissenbacher-Lang Katharina Breininger Marc Aubreville Andreas K. Maier Robert Klopfleisch Jenny Hill Abstract: Cytologic Scoring of Equine Exercise-induced Pulmonary Hemorrhage - Performance of Human Experts and a Deep Learning. 10 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_5 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#BertramMBSBBBBG24 Jingna Qiu Frauke Wilm Mathias Öttl Maja Schlereth Chang Liu Tobias Heimann Marc Aubreville Katharina Breininger Abstract: Adaptive Region Selection for Active Learning in Whole Slide Image Semantic Segmentation. 11 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_6 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#QiuWOSLHAB24 Jonas Ammeling Moritz Hecker Jonathan Ganz Taryn A. Donovan Robert Klopfleisch Christof A. Bertram Katharina Breininger Marc Aubreville Automated Mitotic Index Calculation via Deep Learning and Immunohistochemistry. 123-128 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_37 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#AmmelingHGDKBBA24 Marc Aubreville Frauke Wilm Nikolas Stathonikos Katharina Breininger Taryn A. Donovan Samir Jabari Robert Klopfleisch Mitko Veta Jonathan Ganz Jonas Ammeling Paul J. van Diest Christof A. Bertram Abstract: Comprehensive Multi-domain Dataset for Mitotic Figure Detection. 136 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_40 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#AubrevilleWSBDJ24 Jonathan Ganz Chloé Puget Jonas Ammeling Eda Parlak Matti Kiupel Christof A. Bertram Katharina Breininger Robert Klopfleisch Marc Aubreville Assessment of Scanner Domain Shifts in Deep Multiple Instance Learning. 137-142 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_41 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#GanzPAPKBBKA24 Marc Aubreville Zhaoya Pan Matti Sievert Jonas Ammeling Jonathan Ganz Nicolai Oetter Florian Stelzle Ann-Kathrin Frenken Katharina Breininger Miguel Goncalves Few Shot Learning for the Classification of Confocal Laser Endomicroscopy Images of Head and Neck Tumors. 143-148 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_42 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#AubrevillePSAGO24 Pablo Pernias Dominic Rampas Mats L. Richter Christopher Pal Marc Aubreville Würstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models. 2024 ICLR https://openreview.net/forum?id=gU58d5QeGv conf/iclr/2024 db/conf/iclr/iclr2024.html#PerniasRRPA24 Jingna Qiu Marc Aubreville Frauke Wilm Mathias Öttl Jonas Utz Maja Schlereth Katharina Breininger Leveraging Image Captions for Selective Whole Slide Image Annotation. 207-217 2024 MICCAI (12) https://doi.org/10.1007/978-3-031-72390-2_20 conf/miccai/2024-12 db/conf/miccai/miccai2024-12.html#QiuAWOUSB24 streams/conf/miccai Rutger R. H. Fick Christof Bertram Marc Aubreville Improving CNN-Based Mitosis Detection through Rescanning Annotated Glass Slides and Atypical Mitosis Subtyping. 452-464 2024 MIDL https://proceedings.mlr.press/v250/fick24a.html conf/midl/2024 db/conf/midl/midl2024.html#FickBA24

Chloé Puget Jonathan Ganz Julian Ostermaier Thomas Konrad Eda Parlak Christof Albert Bertram Matti Kiupel Katharina Breininger Marc Aubreville Robert Klopfleisch Deep Learning model predicts the c-Kit-11 mutational status of canine cutaneous mast cell tumors by HE stained histological slides. 2024 abs/2401.06169 CoRR https://doi.org/10.48550/arXiv.2401.06169 db/journals/corr/corr2401.html#abs-2401-06169

Frauke Wilm Jonas Ammeling Mathias Öttl Rutger H. J. Fick Marc Aubreville Katharina Breininger Rethinking U-net Skip Connections for Biomedical Image Segmentation. 2024 abs/2402.08276 CoRR https://doi.org/10.48550/arXiv.2402.08276 db/journals/corr/corr2402.html#abs-2402-08276

Jonathan Ganz Jonas Ammeling Samir Jabari Katharina Breininger Marc Aubreville Re-identification from histopathology images. 2024 abs/2403.12816 CoRR https://doi.org/10.48550/arXiv.2403.12816 db/journals/corr/corr2403.html#abs-2403-12816

Marc Aubreville Jonathan Ganz Jonas Ammeling Christopher C. Kaltenecker Christof A. Bertram Model-based Cleaning of the QUILT-1M Pathology Dataset for Text-Conditional Image Synthesis. 2024 abs/2404.07676 CoRR https://doi.org/10.48550/arXiv.2404.07676 db/journals/corr/corr2404.html#abs-2404-07676

Jonathan Ganz Christian Marzahl Jonas Ammeling Barbara Richter Chloé Puget Daniela Denk Elena A. Demeter Flaviu A. Tabaran Gabriel Wasinger Karoline Lipnik Marco Tecilla Matthew J. Valentine Michael J. Dark Niklas Abele Pompei Bolfa Ramona Erber Robert Klopfleisch Sophie Merz Taryn A. Donovan Samir Jabari Christof A. Bertram Katharina Breininger Marc Aubreville On the Value of PHH3 for Mitotic Figure Detection on H&E-stained Images. 2024 abs/2406.19899 CoRR https://doi.org/10.48550/arXiv.2406.19899 db/journals/corr/corr2406.html#abs-2406-19899 streams/journals/corr

Jingna Qiu Marc Aubreville Frauke Wilm Mathias Öttl Jonas Utz Maja Schlereth Katharina Breininger Leveraging image captions for selective whole slide image annotation. 2024 abs/2407.06363 CoRR https://doi.org/10.48550/arXiv.2407.06363 db/journals/corr/corr2407.html#abs-2407-06363 streams/journals/corr

Frauke Wilm Mathias Öttl Marc Aubreville Katharina Breininger Domain and Content Adaptive Convolutions for Cross-Domain Adenocarcinoma Segmentation. 2024 abs/2409.09797 CoRR https://doi.org/10.48550/arXiv.2409.09797 db/journals/corr/corr2409.html#abs-2409-09797 streams/journals/corr

Emely Rosbach Jonathan Ganz Jonas Ammeling Andreas Riener Marc Aubreville Automation Bias in AI-Assisted Medical Decision-Making under Time Pressure in Computational Pathology. 2024 abs/2411.00998 CoRR https://doi.org/10.48550/arXiv.2411.00998 db/journals/corr/corr2411.html#abs-2411-00998 streams/journals/corr

Emely Rosbach Jonas Ammeling Sebastian Krügel Angelika Kießig Alexis Fritz Jonathan Ganz Chloé Puget Taryn A. Donovan Andrea Klang Maximilian C. Köller Pompei Bolfa Marco Tecilla Daniela Denk Matti Kiupel Georgios Paraschou Mun Keong Kok Alexander F. H. Haake Ronald R. de Krijger Andreas F.-P. Sonnen Tanit Kasantikul Gerry M. Dorrestein Rebecca C. Smedley Nikolas Stathonikos Matthias Uhl Christof A. Bertram Andreas Riener Marc Aubreville When Two Wrongs Don't Make a Right" - Examining Confirmation Bias and the Role of Time Pressure During Human-AI Collaboration in Computational Pathology. 2024 abs/2411.01007 CoRR https://doi.org/10.48550/arXiv.2411.01007 db/journals/corr/corr2411.html#abs-2411-01007 streams/journals/corr

Jonathan Ganz Jonas Ammeling Emely Rosbach Ludwig Lausser Christof A. Bertram Katharina Breininger Marc Aubreville Is Self-Supervision Enough? Benchmarking Foundation Models Against End-to-End Training for Mitotic Figure Classification. 2024 abs/2412.06365 CoRR https://doi.org/10.48550/arXiv.2412.06365 db/journals/corr/corr2412.html#abs-2412-06365 streams/journals/corr

Marc Aubreville Nikolas Stathonikos Christof A. Bertram Robert Klopfleisch Natalie D. ter Hoeve Francesco Ciompi Frauke Wilm Christian Marzahl Taryn A. Donovan Andreas K. Maier Jack Breen Nishant Ravikumar Youjin Chung Jinah Park Ramin Nateghi Fattaneh Pourakpour Rutger H. J. Fick Saima Ben Hadj Mostafa Jahanifar Adam Shephard Jakob Dexl Thomas Wittenberg Satoshi Kondo Maxime W. Lafarge Viktor H. Koelzer Jingtang Liang Yubo Wang 0001 Xi Long Jingxin Liu 0005 Salar Razavi April Khademi Sen Yang 0006 Xiyue Wang Ramona Erber Andrea Klang Karoline Lipnik Pompei Bolfa Michael J. Dark Gabriel Wasinger Mitko Veta Katharina Breininger Mitosis domain generalization in histopathology images - The MIDOG challenge. 102699 2023 84 Medical Image Anal. https://doi.org/10.1016/j.media.2022.102699 db/journals/mia/mia84.html#AubrevilleSBKHC23

Marc Aubreville Nikolas Stathonikos Christof A. Bertram Robert Klopfleisch Natalie D. ter Hoeve Francesco Ciompi Frauke Wilm Christian Marzahl Taryn A. Donovan Andreas K. Maier Mitko Veta Katharina Breininger Abstract: the MIDOG Challenge 2021 - Mitosis Domain Generalization in Histopathology Images. 115 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_26 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#AubrevilleSBKHC23 Ludwig Maximilian Lausser Christof A. Bertram Robert Klopfleisch Marc Aubreville Limits of Human Expert Ensembles in Mitosis Multi-expert Ground Truth Generation. 116-121 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_27 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#LausserBKA23 Marc Aubreville Jonathan Ganz Jonas Ammeling Taryn A. Donovan Rutger H. J. Fick Katharina Breininger Christof A. Bertram Deep Learning-based Subtyping of Atypical and Normal Mitoses using a Hierarchical Anchor-free Object Detector. 189-195 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_40 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#AubrevilleGADFB23 Frauke Wilm Marco Fragoso Christian Marzahl Jingna Qiu Chloé Puget Laura Diehl Christof A. Bertram Robert Klopfleisch Andreas K. Maier Katharina Breininger Marc Aubreville Abstract: Pan-tumor CAnine CuTaneous Cancer Histology (CATCH) Dataset. 205 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_45 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#WilmFMQPDBKMBA23 Frauke Wilm Marco Fragoso Christof A. Bertram Nikolas Stathonikos Mathias Öttl Jingna Qiu Robert Klopfleisch Andreas K. Maier Katharina Breininger Marc Aubreville Multi-scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology Dataset. 206-211 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_46 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#WilmFBSOQKMBA23 Jonas Ammeling Lars-Henning Schmidt Jonathan Ganz Tanja Niedermair Christoph Brochhausen-Delius Christian Schulz 0015 Katharina Breininger Marc Aubreville Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays. 220-225 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_48 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#AmmelingSGNB0BA23 Jonathan Ganz Karoline Lipnik Jonas Ammeling Barbara Richter Chloé Puget Eda Parlak Laura Diehl Robert Klopfleisch Taryn A. Donovan Matti Kiupel Christof A. Bertram Katharina Breininger Marc Aubreville Deep Learning-based Automatic Assessment of AgNOR-scores in Histopathology Images. 226-231 2023 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-41657-7_49 conf/bildmed/2023 db/conf/bildmed/bildmed2023.html#GanzLARPPDKDKBB23 Matthias Eisenmann Annika Reinke Vivienn Weru Minu Dietlinde Tizabi Fabian Isensee Tim J. Adler Sharib Ali Vincent Andrearczyk Marc Aubreville Ujjwal Baid Spyridon Bakas Niranjan Balu Sophia Bano Jorge Bernal Sebastian Bodenstedt Alessandro Casella Veronika Cheplygina Marie Daum Marleen de Bruijne Adrien Depeursinge Reuben Dorent Jan Egger David G. Ellis Sandy Engelhardt Melanie Ganz Noha M. Ghatwary Gabriel Girard Patrick Godau Anubha Gupta Lasse Hansen Kanako Harada Mattias P. Heinrich Nicholas Heller Alessa Hering Arnaud Huaulmé Pierre Jannin A. Emre Kavur Oldrich Kodym Michal Kozubek 0001 Jianning Li 0002 Hongwei Bran Li Jun Ma 0016 Carlos Martín-Isla Bjoern H. Menze J. Alison Noble Valentin Oreiller Nicolas Padoy Sarthak Pati Kelly Payette Tim Rädsch Jonathan Rafael-Patino Vivek Singh Bawa Stefanie Speidel Carole H. Sudre Kimberlin M. H. van Wijnen Martin Wagner 0001 D. Wei Amine Yamlahi Moi Hoon Yap C. Yuan Maximilian Zenk A. Zia David Zimmerer Dogu Baran Aydogan Binod Bhattarai Louise Bloch Raphael Brüngel J. Cho C. Choi Q. Dou Ivan Ezhov Christoph M. Friedrich C. Fuller Rebati Raman Gaire Adrian Galdran Álvaro García-Faura Maria Grammatikopoulou S. Hong Mostafa Jahanifar I. Jang Abdolrahim Kadkhodamohammadi I. Kang Florian Kofler S. Kondo Hugo Jaco Kuijf M. Li M. Luu Tomaz Martincic Pedro Morais Mohamed A. Naser Bruno Oliveira 0002 David Owen 0001 S. Pang J. Park S. Park Szymon Plotka Élodie Puybareau Nasir M. Rajpoot K. Ryu Numan Saeed Adam Shephard Pengcheng Shi Dejan Stepec Ronast Subedi Guillaume Tochon Helena R. Torres Hélène Urien João L. Vilaça Kareem A. Wahid H. Wang J. Wang L. Wang X. Wang Benedikt Wiestler Marek Wodzinski F. Xia J. Xie Z. Xiong Sen Yang 0006 Y. Yang Zixuan Zhao Klaus H. Maier-Hein Paul F. Jäger Annette Kopp-Schneider Lena Maier-Hein Why is the Winner the Best? 19955-19966 2023 CVPR https://doi.org/10.1109/CVPR52729.2023.01911 conf/cvpr/2023 db/conf/cvpr/cvpr2023.html#EisenmannRWTIAA23 Frauke Wilm Marco Fragoso Christof A. Bertram Nikolas Stathonikos Mathias Öttl Jingna Qiu Robert Klopfleisch Andreas Maier 0001 Marc Aubreville Katharina Breininger Mind the Gap: Scanner-Induced Domain Shifts Pose Challenges for Representation Learning in Histopathology. 1-5 2023 ISBI https://doi.org/10.1109/ISBI53787.2023.10230458 conf/isbi/2023 db/conf/isbi/isbi2023.html#WilmFBSOQKMAB23 Jonas Ammeling Carina Manger Elias Kwaka Sebastian Krügel Matthias Uhl Angelika Kießig Alexis Fritz Jonathan Ganz Andreas Riener Christof A. Bertram Katharina Breininger Marc Aubreville Appealing but Potentially Biasing - Investigation of the Visual Representation of Segmentation Predictions by AI Recommender Systems for Medical Decision Making. 330-335 2023 MuC https://doi.org/10.1145/3603555.3608561 https://www.wikidata.org/entity/Q130938096 conf/mc/2023 db/conf/mc/mc2023.html#AmmelingMKKUKFG23 Jingna Qiu Frauke Wilm Mathias Öttl Maja Schlereth Chang Liu Tobias Heimann Marc Aubreville Katharina Breininger Adaptive Region Selection for Active Learning in Whole Slide Image Semantic Segmentation. 90-100 2023 MICCAI (2) https://doi.org/10.1007/978-3-031-43895-0_9 conf/miccai/2023-2 db/conf/miccai/miccai2023-2.html#QiuWOSLHAB23 Bin Sheng 0001 Marc Aubreville Mitosis Domain Generalization and Diabetic Retinopathy Analysis - MICCAI Challenges MIDOG 2022 and DRAC 2022, Held in Conjunction with MICCAI 2022, Singapore, September 18-22, 2022, Proceedings MIDOG/DRAC@MICCAI Springer 2023 Lecture Notes in Computer Science 13597 978-3-031-33657-7 978-3-031-33658-4 https://doi.org/10.1007/978-3-031-33658-4 db/conf/miccai/midog2022.html Frauke Wilm Marco Fragoso Christof A. Bertram Nikolas Stathonikos Robert Klopfleisch Andreas Maier 0001 Katharina Breininger Marc Aubreville Multi-Scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology Dataset. 2023 January https://doi.org/10.5281/zenodo.7418555 Zenodo streams/repo/zenodo Frauke Wilm Christian Ihling Gabor Mehes Luigi Terracciano Chloé Puget Robert Klopfleisch Peter J. Schüffler Marc Aubreville Andreas Maier 0001 Thomas Mrowiec Katharina Breininger Pan-Tumor T-Lymphocyte Detection Dataset. 2023 February https://doi.org/10.5281/zenodo.7500843 Zenodo streams/repo/zenodo

Frauke Wilm Marco Fragoso Christof A. Bertram Nikolas Stathonikos Mathias Öttl Jingna Qiu Robert Klopfleisch Andreas K. Maier Katharina Breininger Marc Aubreville Multi-Scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology Dataset. 2023 abs/2301.04423 CoRR https://doi.org/10.48550/arXiv.2301.04423 db/journals/corr/corr2301.html#abs-2301-04423

Matthias Eisenmann Annika Reinke Vivienn Weru Minu Dietlinde Tizabi Fabian Isensee Tim J. Adler Sharib Ali Vincent Andrearczyk Marc Aubreville Ujjwal Baid Spyridon Bakas Niranjan Balu Sophia Bano Jorge Bernal Sebastian Bodenstedt Alessandro Casella Veronika Cheplygina Marie Daum Marleen de Bruijne Adrien Depeursinge Reuben Dorent Jan Egger David G. Ellis Sandy Engelhardt Melanie Ganz Noha M. Ghatwary Gabriel Girard Patrick Godau Anubha Gupta Lasse Hansen Kanako Harada Mattias P. Heinrich Nicholas Heller Alessa Hering Arnaud Huaulmé Pierre Jannin Ali Emre Kavur Oldrich Kodym Michal Kozubek 0001 Jianning Li 0002 Hongwei Bran Li Jun Ma 0016 Carlos Martín-Isla Bjoern H. Menze J. Alison Noble Valentin Oreiller Nicolas Padoy Sarthak Pati Kelly Payette Tim Rädsch et al. Why is the winner the best? 2023 abs/2303.17719 CoRR https://doi.org/10.48550/arXiv.2303.17719 db/journals/corr/corr2303.html#abs-2303-17719

Pablo Pernias Dominic Rampas Marc Aubreville Wuerstchen: Efficient Pretraining of Text-to-Image Models. 2023 abs/2306.00637 CoRR https://doi.org/10.48550/arXiv.2306.00637 db/journals/corr/corr2306.html#abs-2306-00637

Jingna Qiu Frauke Wilm Mathias Öttl Maja Schlereth Chang Liu Tobias Heimann Marc Aubreville Katharina Breininger Adaptive Region Selection for Active Learning in Whole Slide Image Semantic Segmentation. 2023 abs/2307.07168 CoRR https://doi.org/10.48550/arXiv.2307.07168 db/journals/corr/corr2307.html#abs-2307-07168

Andreas Haghofer Eda Parlak Alexander Bartel Taryn A. Donovan Charles-Antoine Assenmacher Pompei Bolfa Michael J. Dark Andrea Fuchs-Baumgartinger Andrea Klang Kathrin Jäger Robert Klopfleisch Sophie Merz Barbara Richter F. Yvonne Schulman Jonathan Ganz Josef Scharinger Marc Aubreville Stephan M. Winkler Matti Kiupel Christof A. Bertram Nuclear Morphometry using a Deep Learning-based Algorithm has Prognostic Relevance for Canine Cutaneous Mast Cell Tumors. 2023 abs/2309.15031 CoRR https://doi.org/10.48550/arXiv.2309.15031 db/journals/corr/corr2309.html#abs-2309-15031

Marc Aubreville Nikolas Stathonikos Taryn A. Donovan Robert Klopfleisch Jonathan Ganz Jonas Ammeling Frauke Wilm Mitko Veta Samir Jabari Markus Eckstein Jonas Annuscheit Christian Krumnow Engin Bozaba Sercan Cayir Hongyan Gu Xiang 'Anthony' Chen Mostafa Jahanifar Adam Shephard Satoshi Kondo Satoshi Kasai Sujatha Kotte VG Saipradeep Maxime W. Lafarge Viktor H. Koelzer Ziyue Wang 0005 Yongbing Zhang 0002 Sen Yang 0006 Xiyue Wang Katharina Breininger Christof A. Bertram Domain generalization across tumor types, laboratories, and species - insights from the 2022 edition of the Mitosis Domain Generalization Challenge. 2023 abs/2309.15589 CoRR https://doi.org/10.48550/arXiv.2309.15589 db/journals/corr/corr2309.html#abs-2309-15589

Marc Aubreville Zhaoya Pan Matti Sievert Jonas Ammeling Jonathan Ganz Nicolai Oetter Florian Stelzle Ann-Kathrin Frenken Katharina Breininger Miguel Goncalves Few Shot Learning for the Classification of Confocal Laser Endomicroscopy Images of Head and Neck Tumors. 2023 abs/2311.07216 CoRR https://doi.org/10.48550/arXiv.2311.07216 db/journals/corr/corr2311.html#abs-2311-07216

Jonas Ammeling Moritz Hecker Jonathan Ganz Taryn A. Donovan Christof A. Bertram Katharina Breininger Marc Aubreville Automated Volume Corrected Mitotic Index Calculation Through Annotation-Free Deep Learning using Immunohistochemistry as Reference Standard. 2023 abs/2311.08949 CoRR https://doi.org/10.48550/arXiv.2311.08949 db/journals/corr/corr2311.html#abs-2311-08949

Jonas Ammeling Frauke Wilm Jonathan Ganz Katharina Breininger Marc Aubreville Reference Algorithms for the Mitosis Domain Generalization (MIDOG) 2022 Challenge. 201-205 2022 MIDOG/DRAC@MICCAI https://doi.org/10.1007/978-3-031-33658-4_19 conf/miccai/2022midog db/conf/miccai/midog2022.html#AmmelingWGBA22 Marc Aubreville David Zimmerer Mattias P. Heinrich Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis - MICCAI 2021 Challenges: MIDOG 2021, MOOD 2021, and Learn2Reg 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27 - October 1, 2021, Proceedings MIDOG/MOOD/Learn2Reg@MICCAI Springer 2022 Lecture Notes in Computer Science 13166 978-3-030-97280-6 978-3-030-97281-3 https://doi.org/10.1007/978-3-030-97281-3 db/conf/miccai/midog2021.html

Frauke Wilm Marco Fragoso Christian Marzahl Jingna Qiu Christof A. Bertram Robert Klopfleisch Andreas K. Maier Katharina Breininger Marc Aubreville Pan-Tumor CAnine cuTaneous Cancer Histology (CATCH) Dataset. 2022 abs/2201.11446 CoRR https://arxiv.org/abs/2201.11446 db/journals/corr/corr2201.html#abs-2201-11446

Marc Aubreville Nikolas Stathonikos Christof A. Bertram Robert Klopfleisch Natalie D. ter Hoeve Francesco Ciompi Frauke Wilm Christian Marzahl Taryn A. Donovan Andreas K. Maier Jack Breen Nishant Ravikumar Youjin Chung Jinah Park Ramin Nateghi Fattaneh Pourakpour Rutger H. J. Fick Saima Ben Hadj Mostafa Jahanifar Nasir M. Rajpoot Jakob Dexl Thomas Wittenberg Satoshi Kondo Maxime W. Lafarge Viktor H. Koelzer Jingtang Liang Yubo Wang 0001 Xi Long Jingxin Liu 0005 Salar Razavi April Khademi Sen Yang 0006 Xiyue Wang Mitko Veta Katharina Breininger Mitosis domain generalization in histopathology images - The MIDOG challenge. 2022 abs/2204.03742 CoRR https://doi.org/10.48550/arXiv.2204.03742 db/journals/corr/corr2204.html#abs-2204-03742

Dominic Rampas Pablo Pernias Elea Zhong Marc Aubreville Fast Text-Conditional Discrete Denoising on Vector-Quantized Latent Spaces. 2022 abs/2211.07292 CoRR https://doi.org/10.48550/arXiv.2211.07292 db/journals/corr/corr2211.html#abs-2211-07292

Frauke Wilm Marco Fragoso Christof A. Bertram Nikolas Stathonikos Mathias Öttl Jingna Qiu Robert Klopfleisch Andreas K. Maier Marc Aubreville Katharina Breininger Mind the Gap: Scanner-induced domain shifts pose challenges for representation learning in histopathology. 2022 abs/2211.16141 CoRR https://doi.org/10.48550/arXiv.2211.16141 db/journals/corr/corr2211.html#abs-2211-16141

Marc Aubreville Jonathan Ganz Jonas Ammeling Taryn A. Donovan Rutger H. J. Fick Katharina Breininger Christof A. Bertram Deep learning-based Subtyping of Atypical and Normal Mitoses using a Hierarchical Anchor-Free Object Detector. 2022 abs/2212.05900 CoRR https://doi.org/10.48550/arXiv.2212.05900 db/journals/corr/corr2212.html#abs-2212-05900

Jonathan Ganz Karoline Lipnik Jonas Ammeling Barbara Richter Chloé Puget Eda Parlak Laura Diehl Robert Klopfleisch Taryn A. Donovan Matti Kiupel Christof A. Bertram Katharina Breininger Marc Aubreville Deep Learning-Based Automatic Assessment of AgNOR-scores in Histopathology Images. 2022 abs/2212.07721 CoRR https://doi.org/10.48550/arXiv.2212.07721 db/journals/corr/corr2212.html#abs-2212-07721

Jonas Ammeling Lars-Henning Schmidt Jonathan Ganz Tanja Niedermair Christoph Brochhausen-Delius Christian Schulz 0015 Katharina Breininger Marc Aubreville Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays. 2022 abs/2212.07724 CoRR https://doi.org/10.48550/arXiv.2212.07724 db/journals/corr/corr2212.html#abs-2212-07724

Christian Marzahl Marc Aubreville Christof A. Bertram Jason Stayt Anne-Katherine Jasensky Florian Bartenschlager Marco Fragoso Ann K. Barton Svenja Elsemann Samir Jabari Jens Krauth Prathmesh Madhu Jörn Voigt Jenny Hill Robert Klopfleisch Andreas Maier 0001 Abstract: Deep Learning-based Quantification of Pulmonary Hemosiderophages in Cytology Slides. 48 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_13 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#MarzahlABSJBFBE21 Christof A. Bertram Taryn A. Donovan Marco Tecilla Florian Bartenschlager Marco Fragoso Frauke Wilm Christian Marzahl Katharina Breininger Andreas Maier 0001 Robert Klopfleisch Marc Aubreville Dataset on Bi- and Multi-nucleated Tumor Cells in Canine Cutaneous Mast Cell Tumors. 134-139 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_33 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#BertramDTBFWMB021 Christian Marzahl Christof A. Bertram Frauke Wilm Jörn Voigt Ann K. Barton Robert Klopfleisch Katharina Breininger Andreas Maier 0001 Marc Aubreville Cell Detection for Asthma on Partially Annotated Whole Slide Images - Learning to be EXACT. 147-152 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_36 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#MarzahlBWVBKBMA21 Marc Aubreville Christof A. Bertram Taryn A. Donovan Christian Marzahl Andreas Maier 0001 Robert Klopfleisch Abstract: A Completely Annotated Whole Slide Image Dataset of Canine Breast Cancer to Aid Human Breast Cancer Research. 198 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_48 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#AubrevilleBDMMK21 Frauke Wilm Christof A. Bertram Christian Marzahl Alexander Bartel Taryn A. Donovan Charles-Antoine Assenmacher Kathrin Becker Mark Bennett Sarah Corner Brieuc Cossic Daniela Denk Martina Dettwiler Beatriz Garcia Gonzalez Corinne Gurtner Annabelle Heier Annika Lehmbecker Sophie Merz Stephanie Plog Anja Schmidt Franziska Sebastian Rebecca C. Smedley Marco Tecilla Tuddow Thaiwong Katharina Breininger Matti Kiupel Andreas Maier 0001 Robert Klopfleisch Marc Aubreville Influence of Inter-Annotator Variability on Automatic Mitotic Figure Assessment. 241-246 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_56 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#WilmBMBDABBCCDD21 Marc Aubreville Christof A. Bertram Christian Marzahl Corinne Gurtner Martina Dettwiler Anja Schmidt Florian Bartenschlager Sophie Merz Marco Fragoso Olivia Kershaw Robert Klopfleisch Andreas Maier 0001 Abstract: Deep Learning Algorithms Out-perform Veterinary Pathologists in Detecting the Mitotically Most Active Tumor Region. 260 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_60 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#AubrevilleBMGDS21 Christian Marzahl Christof A. Bertram Marc Aubreville Anne Petrick Kristina Weiler Agnes C. Gläsel Marco Fragoso Sophie Merz Florian Bartenschlager Judith Hoppe Alina Langenhagen Anne-Katherine Jasensky Jörn Voigt Robert Klopfleisch Andreas Maier 0001 Abstract: Are Fast Labeling Methods Reliable? - A Case Study of Computer-aided Expert Annotations on Microscopy Slides. 296 2021 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-33198-6_71 conf/bildmed/2021 db/conf/bildmed/bildmed2021.html#MarzahlBAPWGFMB21 Jonathan Ganz Tobias Kirsch Lucas Hoffmann Christof A. Bertram Christoph Hoffmann Andreas K. Maier Katharina Breininger Ingmar Blümcke Samir Jabari Marc Aubreville Automatic and explainable grading of meningiomas from histopathology images. 69-80 2021 COMPAY@MICCAI https://proceedings.mlr.press/v156/ganz21a.html conf/compay/2021 db/conf/compay/compay2021.html#GanzKHBHMBBJA21 Christian Marzahl Frauke Wilm Franz F. Dressler Lars Tharun Sven Perner Christof A. Bertram Christine Kröger Jörn Voigt Robert Klopfleisch Andreas K. Maier Marc Aubreville Katharina Breininger Robust Quad-Tree based Registration on Whole Slide Images. 181-190 2021 COMPAY@MICCAI https://proceedings.mlr.press/v156/marzahl21a.html conf/compay/2021 db/conf/compay/compay2021.html#MarzahlWFTPBKVK21 Luisa Theelke Frauke Wilm Christian Marzahl Christof A. Bertram Robert Klopfleisch Andreas Maier 0001 Marc Aubreville Katharina Breininger Iterative Cross-Scanner Registration for Whole Slide Images. 582-590 2021 ICCVW https://doi.org/10.1109/ICCVW54120.2021.00071 conf/iccvw/2021 db/conf/iccvw/iccvw2021.html#TheelkeWMBKMAB21 Frauke Wilm Christian Marzahl Katharina Breininger Marc Aubreville Domain Adversarial RetinaNet as a Reference Algorithm for the MItosis DOmain Generalization Challenge. 5-13 2021 MIDOG/MOOD/Learn2Reg@MICCAI https://doi.org/10.1007/978-3-030-97281-3_1 conf/miccai/2021midog db/conf/miccai/midog2021.html#WilmMBA21

Christof A. Bertram Taryn A. Donovan Marco Tecilla Florian Bartenschlager Marco Fragoso Frauke Wilm Christian Marzahl Katharina Breininger Andreas Maier 0001 Robert Klopfleisch Marc Aubreville Dataset on Bi- and Multi-Nucleated Tumor Cells in Canine Cutaneous Mast Cell Tumors. 2021 abs/2101.01445 CoRR https://arxiv.org/abs/2101.01445 db/journals/corr/corr2101.html#abs-2101-01445

Christian Marzahl Christof A. Bertram Frauke Wilm Jörn Voigt Ann K. Barton Robert Klopfleisch Katharina Breininger Andreas Maier 0001 Marc Aubreville Learning to be EXACT, Cell Detection for Asthma on Partially Annotated Whole Slide Images. 2021 abs/2101.04943 CoRR https://arxiv.org/abs/2101.04943 db/journals/corr/corr2101.html#abs-2101-04943

Marc Aubreville Christof Bertram Mitko Veta Robert Klopfleisch Nikolas Stathonikos Katharina Breininger Natalie D. ter Hoeve Francesco Ciompi Andreas Maier 0001 Quantifying the Scanner-Induced Domain Gap in Mitosis Detection. 2021 abs/2103.16515 CoRR https://arxiv.org/abs/2103.16515 db/journals/corr/corr2103.html#abs-2103-16515

Jonathan Ganz Tobias Kirsch Lucas Hoffmann Christof A. Bertram Christoph Hoffmann Andreas Maier 0001 Katharina Breininger Ingmar Blümcke Samir Jabari Marc Aubreville Automatic and explainable grading of meningiomas from histopathology images. 2021 abs/2107.08850 CoRR https://arxiv.org/abs/2107.08850 db/journals/corr/corr2107.html#abs-2107-08850

Christian Marzahl Jenny Hill Jason Stayt Dorothee Bienzle Lutz Welker Frauke Wilm Jörn Voigt Marc Aubreville Andreas K. Maier Robert Klopfleisch Katharina Breininger Christof A. Bertram Inter-Species Cell Detection: Datasets on pulmonary hemosiderophages in equine, human and feline specimens. 2021 abs/2108.08529 CoRR https://arxiv.org/abs/2108.08529 db/journals/corr/corr2108.html#abs-2108-08529

Frauke Wilm Katharina Breininger Marc Aubreville Domain Adversarial RetinaNet as a Reference Algorithm for the MItosis DOmain Generalization (MIDOG) Challenge. 2021 abs/2108.11269 CoRR https://arxiv.org/abs/2108.11269 db/journals/corr/corr2108.html#abs-2108-11269

Marc Aubreville Computergestützte Tumordiagnose von Mikroskopiebildern (Computer-Aided Tumor Diagnosis of Microscopy Images) University of Erlangen-Nuremberg, Germany 2020 base-search.net (ftuniverlangen:oai:ub.uni-erlangen.de-opus:13755) https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/13755 https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-137551 https://opus4.kobv.de/opus4-fau/files/13755/Dissertation_Marc_Aubreville_upload.pdf https://www.base-search.net/Record/bc8aba95b747e5f6a00f982d50312e17033dc0cfe6afb13830fa5fb45623526e Marc Aubreville Christof A. Bertram Samir Jabari Christian Marzahl Robert Klopfleisch Andreas K. Maier Inter-Species, Inter-Tissue Domain Adaptation for Mitotic Figure Assessment. 1-7 2020 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-29267-6_1 conf/bildmed/2020 db/conf/bildmed/bildmed2020.html#AubrevilleBJMKM20 Christian Marzahl Marc Aubreville Christof A. Bertram Stefan Gerlach Jennifer Maier Jörn Voigt Jenny Hill Robert Klopfleisch Andreas K. Maier Is Crowd-Algorithm Collaboration an Advanced Alternative to Crowd-Sourcing on Cytology Slides? 26-31 2020 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-29267-6_5 conf/bildmed/2020 db/conf/bildmed/bildmed2020.html#MarzahlABGMVHKM20 Christof A. Bertram Marc Aubreville Christian Marzahl Andreas K. Maier Robert Klopfleisch Abstract: How Big is Big Enough? 293 2020 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-29267-6_65 conf/bildmed/2020 db/conf/bildmed/bildmed2020.html#BertramAMMK20 Hendrik Schröter Tobias Rosenkranz Alberto N. Escalante-B. Marc Aubreville Andreas K. Maier CLCNET: Deep Learning-Based Noise Reduction for Hearing aids using Complex Linear Coding. 6949-6953 2020 ICASSP https://doi.org/10.1109/ICASSP40776.2020.9053563 conf/icassp/2020 db/conf/icassp/icassp2020.html#SchroterREAM20 Christian Marzahl Christof A. Bertram Marc Aubreville Anne Petrick Kristina Weiler Agnes C. Gläsel Marco Fragoso Sophie Merz Florian Bartenschlager Judith Hoppe Alina Langenhagen Anne-Katherine Jasensky Jörn Voigt Robert Klopfleisch Andreas Maier 0001 Are Fast Labeling Methods Reliable? A Case Study of Computer-Aided Expert Annotations on Microscopy Slides. 24-32 2020 MICCAI (1) https://doi.org/10.1007/978-3-030-59710-8_3 conf/miccai/2020-1 db/conf/miccai/miccai2020-1.html#MarzahlBAPWGFMB20 Christof A. Bertram Mitko Veta Christian Marzahl Nikolas Stathonikos Andreas K. Maier Robert Klopfleisch Marc Aubreville Are Pathologist-Defined Labels Reproducible? Comparison of the TUPAC16 Mitotic Figure Dataset with an Alternative Set of Labels. 204-213 2020 iMIMIC/MIL3ID/LABELS@MICCAI https://doi.org/10.1007/978-3-030-61166-8_22 conf/miccai/2020imimic db/conf/miccai/imimic2020.html#BertramVMSMKA20a

Hendrik Schröter Tobias Rosenkranz Alberto N. Escalante-B. Marc Aubreville Andreas K. Maier CLCNet: Deep learning-based Noise Reduction for Hearing Aids using Complex Linear Coding. 2020 abs/2001.10218 CoRR https://arxiv.org/abs/2001.10218 db/journals/corr/corr2001.html#abs-2001-10218

Christian Marzahl Christof A. Bertram Marc Aubreville Anne Petrick Kristina Weiler Agnes C. Gläsel Marco Fragoso Sophie Merz Florian Bartenschlager Judith Hoppe Alina Langenhagen Anne-Katherine Jasensky Jörn Voigt Robert Klopfleisch Andreas K. Maier Are fast labeling methods reliable? A case study of computer-aided expert annotations on microscopy slides. 2020 abs/2004.05838 CoRR https://arxiv.org/abs/2004.05838 db/journals/corr/corr2004.html#abs-2004-05838

Christian Marzahl Marc Aubreville Christof A. Bertram Jennifer Maier Christian Bergler Christine Kröger Jörn Voigt Robert Klopfleisch Andreas K. Maier EXACT: A collaboration toolset for algorithm-aided annotation of almost everything. 2020 abs/2004.14595 CoRR https://arxiv.org/abs/2004.14595 db/journals/corr/corr2004.html#abs-2004-14595

Christof A. Bertram Mitko Veta Christian Marzahl Nikolas Stathonikos Andreas K. Maier Robert Klopfleisch Marc Aubreville Are pathologist-defined labels reproducible? Comparison of the TUPAC16 mitotic figure dataset with an alternative set of labels. 2020 abs/2007.05351 CoRR https://arxiv.org/abs/2007.05351 db/journals/corr/corr2007.html#abs-2007-05351

Marc Aubreville Christof A. Bertram Taryn A. Donovan Christian Marzahl Andreas Maier 0001 Robert Klopfleisch Dogs as Model for Human Breast Cancer: A Completely Annotated Whole Slide Image Dataset. 2020 abs/2008.10244 CoRR https://arxiv.org/abs/2008.10244 db/journals/corr/corr2008.html#abs-2008-10244

Frauke Wilm Christof A. Bertram Christian Marzahl Alexander Bartel Taryn A. Donovan Charles-Antoine Assenmacher Kathrin Becker Mark Bennett Sarah Corner Brieuc Cossic Daniela Denk Martina Dettwiler Beatriz Garcia Gonzalez Corinne Gurtner Annika Lehmbecker Sophie Merz Stephanie Plog Anja Schmidt Rebecca C. Smedley Marco Tecilla Tuddow Thaiwong Katharina Breininger Matti Kiupel Andreas Maier 0001 Robert Klopfleisch Marc Aubreville How Many Annotators Do We Need? - A Study on the Influence of Inter-Observer Variability on the Reliability of Automatic Mitotic Figure Assessment. 2020 abs/2012.02495 CoRR https://arxiv.org/abs/2012.02495 db/journals/corr/corr2012.html#abs-2012-02495

Marc Aubreville Maike P. Stoeve Nicolai Oetter Miguel Goncalves Christian Knipfer Helmut Neumann Christopher Bohr Florian Stelzle Andreas K. Maier Deep learning-based detection of motion artifacts in probe-based confocal laser endomicroscopy images. 31-42 2019 14 Int. J. Comput. Assist. Radiol. Surg. 1 https://doi.org/10.1007/s11548-018-1836-1 https://www.wikidata.org/entity/Q90758109 db/journals/cars/cars14.html#AubrevilleSOGKN19

Marc Aubreville Christof A. Bertram Robert Klopfleisch Andreas K. Maier Augmented Mitotic Cell Count Using Field of Interest Proposal. 321-326 2019 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-25326-4_71 conf/bildmed/2019 db/conf/bildmed/bildmed2019.html#AubrevilleBKM19 Marc Aubreville Christof A. Bertram Robert Klopfleisch Andreas Maier 0001 Field of Interest Proposal for Augmented Mitotic Cell Count: Comparison of Two Convolutional Networks. 30-37 2019 BIOIMAGING https://doi.org/10.5220/0007365700300037 conf/biostec/2019im db/conf/biostec/bioimaging2019.html#AubrevilleBK019

Marc Aubreville Christof A. Bertram Christian Marzahl Corinne Gurtner Martina Dettwiler Anja Schmidt Florian Bartenschlager Sophie Merz Marco Fragoso Olivia Kershaw Robert Klopfleisch Andreas Maier 0001 Field of Interest Prediction for Computer-Aided Mitotic Count. 2019 abs/1902.05414 CoRR http://arxiv.org/abs/1902.05414 db/journals/corr/corr1902.html#abs-1902-05414

Marc Aubreville Miguel Goncalves Christian Knipfer Nicolai Oetter Helmut Neumann Florian Stelzle Christopher Bohr Andreas K. Maier Transferability of Deep Learning Algorithms for Malignancy Detection in Confocal Laser Endomicroscopy Images from Different Anatomical Locations of the Upper Gastrointestinal Tract. 2019 abs/1902.08985 CoRR http://arxiv.org/abs/1902.08985 db/journals/corr/corr1902.html#abs-1902-08985

Christian Marzahl Marc Aubreville Christof A. Bertram Jason Stayt Anne-Katherine Jasensky Florian Bartenschlager Marco Fragoso-Garcia Ann K. Barton Svenja Elsemann Samir Jabari Jens Krauth Prathmesh Madhu Jörn Voigt Jenny Hill Robert Klopfleisch Andreas K. Maier Deep Learning-Based Quantification of Pulmonary Hemosiderophages in Cytology Slides. 2019 abs/1908.04767 CoRR http://arxiv.org/abs/1908.04767 db/journals/corr/corr1908.html#abs-1908-04767

Marc Aubreville Christof A. Bertram Samir Jabari Christian Marzahl Robert Klopfleisch Andreas K. Maier Learning New Tricks from Old Dogs - Inter-Species, Inter-Tissue Domain Adaptation for Mitotic Figure Assessment. 2019 abs/1911.10873 CoRR http://arxiv.org/abs/1911.10873 db/journals/corr/corr1911.html#abs-1911-10873

Christian Marzahl Marc Aubreville Christof A. Bertram Stefan Gerlach Jennifer Maier Jörn Voigt Jenny Hill Robert Klopfleisch Andreas K. Maier Fooling the Crowd with Deep Learning-based Methods. 2019 abs/1912.00142 CoRR http://arxiv.org/abs/1912.00142 db/journals/corr/corr1912.html#abs-1912-00142

Lara-Maria Steffes Marc Aubreville Stefan Sesselmann Veit Krenn Andreas K. Maier Classification of Polyethylene Particles and the Local CD3+ Lymphocytosis in Histological Slices. 228-233 2018 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-662-56537-7_63 conf/bildmed/2018 db/conf/bildmed/bildmed2018.html#SteffesASKM18 Maximilian Krappmann Marc Aubreville Andreas K. Maier Christof Bertram Robert Klopfleisch Classification of Mitotic Cells - Potentials Beyond the Limits of Small Data Sets. 245-250 2018 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-662-56537-7_66 conf/bildmed/2018 db/conf/bildmed/bildmed2018.html#KrappmannAMBK18 Marc Aubreville Christof Bertram Robert Klopfleisch Andreas K. Maier SlideRunner - A Tool for Massive Cell Annotations in Whole Slide Images. 309-314 2018 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-662-56537-7_81 conf/bildmed/2018 db/conf/bildmed/bildmed2018.html#AubrevilleBKM18 Maike P. Stoeve Marc Aubreville Nicolai Oetter Christian Knipfer Helmut Neumann Florian Stelzle Andreas K. Maier Motion Artifact Detection in Confocal Laser Endomicroscopy Images. 328-333 2018 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-662-56537-7_85 conf/bildmed/2018 db/conf/bildmed/bildmed2018.html#StoeveAOKNSM18 Marc Aubreville Miguel Goncalves Christian Knipfer Nicolai Oetter Tobias Würfl Helmut Neumann Florian Stelzle Christopher Bohr Andreas K. Maier Patch-based Carcinoma Detection on Confocal Laser Endomicroscopy Images - A Cross-site Robustness Assessment. 27-34 2018 BIOIMAGING https://doi.org/10.5220/0006534700270034 conf/biostec/2018im db/conf/biostec/bioimaging2018.html#AubrevilleGKOWN18 Marc Aubreville Miguel Goncalves Christian Knipfer Nicolai Oetter Tobias Würfl Helmut Neumann Florian Stelzle Christopher Bohr Andreas K. Maier Transferability of Deep Learning Algorithms for Malignancy Detection in Confocal Laser Endomicroscopy Images from Different Anatomical Locations of the Upper Gastrointestinal Tract. 67-85 2018 BIOSTEC (Selected Papers) https://doi.org/10.1007/978-3-030-29196-9_4 conf/biostec/2018ccis db/conf/biostec/biostec2018ccis.html#AubrevilleGKOWN18a Marc Aubreville Kai Ehrensperger Andreas K. Maier Tobias Rosenkranz Benjamin Graf Henning Puder Deep Denoising for Hearing Aid Applications. 361-365 2018 IWAENC https://doi.org/10.1109/IWAENC.2018.8521369 conf/iwaenc/2018 db/conf/iwaenc/iwaenc2018.html#AubrevilleEMRGP18 Firas Mualla Marc Aubreville Andreas K. Maier Microscopy. 69-90 2018 Medical Imaging Systems https://doi.org/10.1007/978-3-319-96520-8_5 series/lncs/11111 db/series/lncs/lncs11111.html#MuallaAM18

Marc Aubreville Christof Bertram Robert Klopfleisch Andreas K. Maier SlideRunner - A Tool for Massive Cell Annotations in Whole Slide Images. 2018 abs/1802.02347 CoRR http://arxiv.org/abs/1802.02347 db/journals/corr/corr1802.html#abs-1802-02347

Marc Aubreville Kai Ehrensperger Tobias Rosenkranz Benjamin Graf Henning Puder Andreas K. Maier Deep Denoising for Hearing Aid Applications. 2018 abs/1805.01198 CoRR http://arxiv.org/abs/1805.01198 db/journals/corr/corr1805.html#abs-1805-01198

Marc Aubreville Christof A. Bertram Robert Klopfleisch Andreas K. Maier Augmented Mitotic Cell Count using Field Of Interest Proposal. 2018 abs/1810.00850 CoRR http://arxiv.org/abs/1810.00850 db/journals/corr/corr1810.html#abs-1810-00850

Marc Aubreville Christof A. Bertram Robert Klopfleisch Andreas K. Maier Field Of Interest Proposal for Augmented Mitotic Cell Count: Comparison of two Convolutional Networks. 2018 abs/1810.09197 CoRR http://arxiv.org/abs/1810.09197 db/journals/corr/corr1810.html#abs-1810-09197

Marc Aubreville Maximilian Krappmann Christof Bertram Robert Klopfleisch Andreas K. Maier A Guided Spatial Transformer Network for Histology Cell Differentiation. 21-25 2017 VCBM https://doi.org/10.2312/vcbm.20171233 conf/vcbm/2017 db/conf/vcbm/vcbm2017.html#AubrevilleKBKM17

Marc Aubreville Christian Knipfer Nicolai Oetter Christian Jaremenko Erik Rodner Joachim Denzler Christopher Bohr Helmut Neumann Florian Stelzle Andreas K. Maier Automatic Classification of Cancerous Tissue in Laserendomicroscopy Images of the Oral Cavity using Deep Learning. 2017 abs/1703.01622 CoRR http://arxiv.org/abs/1703.01622 db/journals/corr/corr1703.html#AubrevilleKOJRD17

Marc Aubreville Miguel Goncalves Christian Knipfer Nicolai Oetter Tobias Würfl Helmut Neumann Florian Stelzle Christopher Bohr Andreas K. Maier Patch-based Carcinoma Detection on Confocal Laser Endomicroscopy Images - A Cross-Site Robustness Assessment. 2017 abs/1707.08149 CoRR http://arxiv.org/abs/1707.08149 db/journals/corr/corr1707.html#AubrevilleGKOWN17

Marc Aubreville Maximilian Krappmann Christof Bertram Robert Klopfleisch Andreas K. Maier A Guided Spatial Transformer Network for Histology Cell Differentiation. 2017 abs/1707.08525 CoRR http://arxiv.org/abs/1707.08525 db/journals/corr/corr1707.html#AubrevilleKBKM17

Maike P. Stoeve Marc Aubreville Nicolai Oetter Christian Knipfer Helmut Neumann Florian Stelzle Andreas K. Maier Motion Artifact Detection in Confocal Laser Endomicroscopy Images. 2017 abs/1711.01117 CoRR http://arxiv.org/abs/1711.01117 db/journals/corr/corr1711.html#abs-1711-01117

Marc Aubreville Stefan Petrausch Directionality assessment of adaptive binaural beamforming with noise suppression in hearing aids. 211-215 2015 ICASSP https://doi.org/10.1109/ICASSP.2015.7177962 conf/icassp/2015 db/conf/icassp/icassp2015.html#AubrevilleP15 Niklas Abele Tim AdlerTim J. Adler et al. Songül AlbayrakSongül Varli Sharib Ali Jonas Ammeling Vincent Andrearczyk Jonas Annuscheit Charles-Antoine Assenmacher Kaustubh Atey Dogu Baran Aydogan Yuan Bae Ujjwal Baid Spyridon Bakas Guillaume Balezo Niranjan Balu Sweta Banerjee Sophia Bano Alexander Bartel Florian Bartenschlager Ann K. Barton Vivek Singh Bawa Gillian Beamer Kathrin Becker Janet Beeler-Marfisi Leire Benito-Del-Valle Mark Bennett Christian Bergler Jorge Bernal Christof BertramChristof A. BertramChristof Albert Bertram Binod Bhattarai Dorothee Bienzle Louise Bloch Ingmar Blümcke Sebastian Bodenstedt Christopher Bohr Pompei Bolfa Federico Bonsembiante Raphaël Bourgade Engin Bozaba Jack Breen Katharina Breininger Andrew Broad Ginevra Brocca Christoph Brochhausen-Delius Marleen de Bruijne Raphael Brüngel Alessandro Casella Sercan CayirSercan Çayir Xiang 'Anthony' ChenXiang Anthony Chen Veronika Cheplygina J. Cho Seungho Choe C. Choi Youjin Chung Francesco Ciompi Charles-Antoine Collins-Fekete Thomas Conrad Sarah Corner Brieuc Cossic Michael J. Dark Dev Kumar Das Marie Daum Elena A. Demeter Daniela Denk Joachim Denzler Adrien Depeursinge Martina Dettwiler Jakob Dexl Laura Diehl Paul J. van Diest Taryn A. Donovan Reuben Dorent Gerry M. Dorrestein Q. Dou Franz F. Dressler Adinath Dukre Markus Eckstein Jan Egger Kai Ehrensperger Matthias Eisenmann David Gage EllisDavid G. Ellis Svenja Elsemann Sandy Engelhardt Ramona Erber Alberto N. EscalanteAlberto N. Escalante-B. Ivan Ezhov Rutger A. Fick Rutger H. J. Fick Rutger R. H. Fick Marco FragosoMarco Fragoso-Garcia Ann-Kathrin Frenken Christoph M. Friedrich Alexis Fritz Andrea Fuchs-Baumgartinger C. Fuller Rebati Raman Gaire Adrian Galdran Jonathan Ganz Melanie Ganz-BenjaminsenMelanie Ganz Álvaro García-Faura Maria E. Gelain Stefan Gerlach Noha M. Ghatwary Piotr Giedziun Gabriel Girard Agnes C. Gläsel Patrick Godau Miguel Goncalves Beatriz Garcia Gonzalez Timo Gosch Benjamin Graf Maria Grammatikopoulou Hongyan Gu Anubha Gupta Corinne Gurtner Alexander F. H. Haake Saima Ben Hadj Andreas Haghofer Shohei HanaokaShouhei Hanaoka Lasse Hansen Kanako Harada Moritz Hecker Annabelle Heier Tobias Heimann Mattias P. Heinrich Nicholas Heller Alessa Hering Sara Hester Daniel Hieber Jenny Hill Dominik Hirling Natalie D. ter Hoeve Christoph Hoffmann Lucas Hoffmann S. Hong Judith Hoppe Péter Horváth Arnaud Huaulmé Christian Ihling Fabian Isensee Zsanett Zsófia Iván Samir Jabari Paul F. JaegerPaul F. Jäger Kathrin Jäger Mostafa Jahanifar Nishanth Jain I. Jang Pierre Jannin Hannah Janout Christian Jaremenko Anne-Katherine Jasensky Sameer Anand Jha Abdolrahim Kadkhodamohammadi Christopher C. Kaltenecker I. Kang Satoshi Kasai Tanit Kasantikul A. Emre KavurAli Emre Kavur Navya Sri Kelam Olivia Kershaw April Khademi Angelika Kießig Tobias Kirsch Matti Kiupel Andrea Klang Robert Klopfleisch Christian Knipfer Oldrich Kodym Viktor H. Koelzer Florian Kofler Mun Keong Kok Maximilian C. Köller S. Kondo Satoshi Kondo Thomas Konrad Annette Kopp-Schneider Sujatha Kotte Michal Kozubek 0001 Maximilian Krappmann Sara Krauss Jens Krauth Veit Krenn Ronald R. de Krijger Christine Kröger Sebastian Krügel Christian Krumnow Hugo J. KuijfHugo Jaco Kuijf Elias Kwaka Maxime W. Lafarge Alina Langenhagen Ludwig LausserLudwig Maximilian Lausser Annika Lehmbecker Hongwei Li 0004Hongwei Bran Li Jianning Li 0002 M. Li Jingtang Liang Karoline Lipnik Chang Liu Jingxin Liu 0005 Shaojun Liu Xi Long M. Luu Jiaqi Lv Jun Ma 0016 Prathmesh Madhu Andreas K. MaierAndreas Maier 0001 Jennifer Maier Klaus H. Maier-Hein Lena Maier-Hein Carina Manger Mateusz Maniewski Carlos Martín-Isla Tomaz Martincic Christian Marzahl Gabor Mehes Biwen Meng Bjoern MenzeBjoern H. Menze Sophie Merz Pedro Morais Thomas Mrowiec Firas Mualla Flurin Müller-Diesing Brian Napora Mohamed A. Naser Esha Sadia Nasir Ramin Nateghi Helmut Neumann Tanja Niedermair J. Alison Noble Mieko Ochi Nicolai Oetter Bruno Oliveira 0002 Valentin Oreiller Julian Ostermaier Mathias Öttl David Owen 0001 Nicolas Padoy Christopher Joseph PalChristopher J. PalChristopher Pal Zhaoya Pan S. Pang Georgios Paraschou J. Park Jinah Park S. Park Eda Parlak Sarthak Pati Kelly Payette Gennaro Percannella Sven Perner Pablo Pernias Stefan Petrausch Anne Petrick Stephanie Plog Szymon Plotka Nils Porsche Fattaneh Pourakpour Kelly du Preez Henning Puder Chloé Puget Élodie Puybareau Jingna Qiu Tim Rädsch Jonathan Rafael-Patino Nasir M. Rajpoot Lavish Ramchandani Dominic Rampas Nishant Ravikumar Shan E Ahmed Raza Salar Razavi Muhammad Imran RazzakImran Razzak Annika Reinke Barbara Richter Mats L. Richter Andreas Riener Erik Rodner Norbert Ropiak Emely Rosbach Tobias Rosenkranz K. Ryu Numan Saeed Vangala SaipradeepVangala Govindakrishnan Saipradeep VG Saipradeep Mattia Sarno F. Maria Schabel Josef Scharinger Moritz Schillinger Maja Schlereth Anja Schmidt Lars-Henning Schmidt Hendrik Schröter Peter J. Schüffler F. Yvonne Schulman Christian Schulz 0015 Franziska Sebastian Stefan Sesselmann Zhuoyan Shen Bin Sheng 0001 Adam J. ShephardAdam Shephard Pengcheng Shi Matti Sievert Nitin Singhal Naveen Sivadasan Rebecca C. Smedley Andreas F.-P. Sonnen Stefanie Speidel Nikolas Stathonikos Jason Stayt Lara-Maria Steffes Florian Stelzle Dejan Stepec Maike P. Stoeve Christoph Stroblberger Ronast Subedi Carole H. Sudre Flaviu A. Tabaran Marco Tecilla Luigi Terracciano Tuddow Thaiwong Lars Tharun Luisa Theelke Minu TizabiMinu Dietlinde Tizabi Guillaume Tochon Yasemin Topuz Helena R. Torres Francesco Tortorella Matthias Uhl Hélène Urien Jonas Utz Matthew J. Valentine Mario Vento Mitko Veta João L. Vilaça Jörn Voigt Martin Wagner 0001 Kareem A. Wahid Vidushi Walia Thomas Walter 0003 H. Wang J. Wang L. Wang X. Wang Xiyue Wang Yubo Wang 0001 Ziyue Wang 0005 Izabela Wasiak Gabriel Wasinger D. Wei Kristina Weiler Viktoria Weiss Christiane Weissenbacher-Lang Lutz Welker Vivienn Weru Benedikt Wiestler Kimberlin M. H. van Wijnen Frauke Wilm Stephan M. Winkler Thomas Wittenberg Marek Wodzinski Alex Wright Tobias Würfl F. Xia Jie Xiao J. Xie Z. Xiong Tengyou Xu Yosuke Yamagishi Amine Yamlahi Sen Yang 0006 Y. Yang Moi Hoon Yap C. Yuan Maximilian Zenk Yongbing Zhang 0002 Zixuan Zhao Elea Zhong A. Zia David Zimmerer