Jonas Ammeling

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All published works
Action Title Year Authors
+ PDF Chat A Histologic Dataset of Normal and Atypical Mitotic Figures on Human Breast Cancer (AMi-Br) 2025 Christof Bertram
V. C. Weiss
Taryn Donovan
Sudeep Banerjee
Thomas Conrad
Jonas Ammeling
Robert Klopfleisch
Christopher C. Kaltenecker
Marc Aubreville
+ PDF Chat Is Self-Supervision Enough? Benchmarking Foundation Models Against End-to-End Training for Mitotic Figure Classification 2024 Jonathan Ganz
Jonas Ammeling
Emely Rosbach
Ludwig Lausser
Christof Bertram
Katharina Breininger
Marc Aubreville
+ PDF Chat Automation Bias in AI-Assisted Medical Decision-Making under Time Pressure in Computational Pathology 2024 Emely Rosbach
Jonathan Ganz
Jonas Ammeling
Andreas Riener
Marc Aubreville
+ PDF Chat 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 Emely Rosbach
Jonas Ammeling
Sebastian KrĂŒgel
Angelika Kießig
Alexis Fritz
Jonathan Ganz
Chloé Puget
Taryn Donovan
Andrea Klang
Monika Koller
+ PDF Chat On the Value of PHH3 for Mitotic Figure Detection on H&E-stained Images 2024 Jonathan Ganz
Christian Marzahl
Jonas Ammeling
Barbara Richter
Chloé Puget
Daniela Denk
Elena A. Demeter
Flaviu Tăbăran
Gabriel Wasinger
Karoline Lipnik
+ PDF Chat Model-based Cleaning of the QUILT-1M Pathology Dataset for Text-Conditional Image Synthesis 2024 Marc Aubreville
Jonathan Ganz
Jonas Ammeling
Christopher C. Kaltenecker
Christof Bertram
+ Domain generalization across tumor types, laboratories, and species — Insights from the 2022 edition of the Mitosis Domain Generalization Challenge 2024 Marc Aubreville
Nikolas Stathonikos
Taryn Donovan
Robert Klopfleisch
Jonas Ammeling
Jonathan Ganz
Frauke Wilm
Mitko Veta
Samir Jabari
Markus Eckstein
+ PDF Chat Re-identification from histopathology images 2024 Jonathan Ganz
Jonas Ammeling
Samir Jabari
Katharina Breininger
Marc Aubreville
+ PDF Chat Rethinking U-net Skip Connections for Biomedical Image Segmentation 2024 Frauke Wilm
Jonas Ammeling
Mathias Öttl
Rutger Fick
Marc Aubreville
Katharina Breininger
+ PDF Chat Deep Learning-based Automatic Assessment of AgNOR-scores in Histopathology Images 2023 Jonathan Ganz
Karoline Lipnik
Jonas Ammeling
Barbara Richter
Chloé Puget
Cem Parlak
Laura Diehl
Robert Klopfleisch
Taryn Donovan
Matti Kiupel
+ Domain generalization across tumor types, laboratories, and species -- insights from the 2022 edition of the Mitosis Domain Generalization Challenge 2023 Marc Aubreville
Nikolas Stathonikos
Taryn Donovan
Robert Klopfleisch
Jonathan Ganz
Jonas Ammeling
Frauke Wilm
Mitko Veta
Samir Jabari
Markus Eckstein
+ Few Shot Learning for the Classification of Confocal Laser Endomicroscopy Images of Head and Neck Tumors 2023 Marc Aubreville
Zhaoya Pan
Matti Sievert
Jonas Ammeling
Jonathan Ganz
Nicolai Oetter
Florian Stelzle
Ann‐Kathrin Frenken
Katharina Breininger
Miguel Gonçalves
+ Automated Volume Corrected Mitotic Index Calculation Through Annotation-Free Deep Learning using Immunohistochemistry as Reference Standard 2023 Jonas Ammeling
Moritz Hecker
Jonathan Ganz
Taryn Donovan
Christof Bertram
Katharina Breininger
Marc Aubreville
+ Deep learning-based Subtyping of Atypical and Normal Mitoses using a Hierarchical Anchor-Free Object Detector 2022 Marc Aubreville
Jonathan Ganz
Jonas Ammeling
Taryn Donovan
Rutger Fick
Katharina Breininger
Christof Bertram
+ Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays 2022 Jonas Ammeling
Lars‐Henning Schmidt
Jonathan Ganz
Tanja Niedermair
Christoph Brochhausen-Delius
Christian Schulz
Katharina Breininger
Marc Aubreville
+ Deep Learning-Based Automatic Assessment of AgNOR-scores in Histopathology Images 2022 Jonathan Ganz
Karoline Lipnik
Jonas Ammeling
Barbara Richter
Chloé Puget
Cem Parlak
Laura Diehl
Robert Klopfleisch
Taryn Donovan
Matti Kiupel
Common Coauthors
Commonly Cited References
Action Title Year Authors # of times referenced
+ PDF Chat Predicting breast tumor proliferation from whole-slide images: The TUPAC16 challenge 2019 Mitko Veta
Yujing J. Heng
Nikolas Stathonikos
Babak Ehteshami Bejnordi
Francisco Beça
Thomas Wollmann
Karl Rohr
Manan Shah
D. Wang
Mikaël Rousson
2
+ PDF Chat Assessment of algorithms for mitosis detection in breast cancer histopathology images 2014 Mitko Veta
P. J. van Diest
Stefan M. Willems
Haibo Wang
Anant Madabhushi
Ángel Cruz-Roa
Fabio A. GonzĂĄlez
Anders Larsen
Jacob S. Vestergaard
Anders Bjorholm Dahl
2
+ Adversarial Weight Perturbation Helps Robust Generalization 2020 Dongxian Wu
Shu‐Tao Xia
Yisen Wang
2
+ PDF Chat Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks 2018 David Tellez
Maschenka Balkenhol
Irene Otte‐Höller
Rob van de Loo
Rob Vogels
Peter Bult
Carla Wauters
Willem Vreuls
Suzanne Mol
Nico Karssemeijer
2
+ PDF Chat Deep learning algorithms out-perform veterinary pathologists in detecting the mitotically most active tumor region 2020 Marc Aubreville
Christof Bertram
Christian Marzahl
Corinne Gurtner
Martina Dettwiler
Anja Schmidt
Florian Bartenschlager
Sophie Merz
Marco Fragoso
Olivia Kershaw
2
+ PDF Chat EXACT: a collaboration toolset for algorithm-aided annotation of images with annotation version control 2021 Christian Marzahl
Marc Aubreville
Christof Bertram
Jennifer Maier
Christian Bergler
Christine Kröger
Jörn Voigt
Katharina Breininger
Robert Klopfleisch
Andreas Maier
2
+ Comparing Individual Means in the Analysis of Variance 1949 John W. Tukey
2
+ PDF Chat Squeeze-and-Excitation Networks 2019 Jie Hu
Li Shen
Samuel Albanie
Gang Sun
Enhua Wu
2
+ PDF Chat Hover-Net: Simultaneous segmentation and classification of nuclei in multi-tissue histology images 2019 Simon Graham
Quoc Dang Vu
Shan E Ahmed Raza
Ayesha Azam
Yee Wah Tsang
Jin Tae Kwak
Nasir Rajpoot
2
+ YOLOv4: Optimal Speed and Accuracy of Object Detection 2020 Alexey Bochkovskiy
Chien-Yao Wang
Hong-Yuan Mark Liao
2
+ PDF Chat Domain-Adversarial Training of Neural Networks 2017 Yaroslav Ganin
Evgeniya Ustinova
Hana Ajakan
Pascal Germain
Hugo Larochelle
François Laviolette
Mario Marchand
Victor Lempitsky
2
+ PDF Chat Mitosis domain generalization in histopathology images — The MIDOG challenge 2022 Marc Aubreville
Nikolas Stathonikos
Christof Bertram
Robert Klopfleisch
Natalie D. ter Hoeve
Francesco Ciompi
Frauke Wilm
Christian Marzahl
Taryn Donovan
Andreas Maier
2
+ Mitosis Detection, Fast and Slow: Robust and Efficient Detection of Mitotic Figures 2022 Mostafa Jahanifar
Adam Shephard
Neda Zamanitajeddin
Shan E Ahmed Raza
Nasir Rajpoot
1
+ Group Equivariant Convolutional Networks 2016 Taco Cohen
Max Welling
1
+ PDF Chat EfficientDet: Scalable and Efficient Object Detection 2020 Mingxing Tan
Ruoming Pang
Quoc V. Le
1
+ PDF Chat The Measurement of Observer Agreement for Categorical Data 1977 J. Richard Landis
Gary G. Koch
1
+ PDF Chat Deep Residual Learning for Image Recognition 2016 Kaiming He
Xiangyu Zhang
Shaoqing Ren
Jian Sun
1
+ PDF Chat Focal Loss for Dense Object Detection 2018 Tsung-Yi Lin
Priya Goyal
Ross Girshick
Kaiming He
Piotr DollĂĄr
1
+ Proceedings of the 25th international conference on Machine learning 2008 William W. Cohen
Andrew McCallum
Sam T. Roweis
1
+ EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 2019 Mingxing Tan
Quoc V. Le
1
+ Proceedings of the 24th international conference on Machine learning 2007 John Langford
Joëlle Pineau
1
+ PDF Chat FDA: Fourier Domain Adaptation for Semantic Segmentation 2020 Yanchao Yang
Stefano Soatto
1
+ PDF Chat FCOS: A Simple and Strong Anchor-free Object Detector 2020 Zhi Tian
Chunhua Shen
Hao Chen
Tong He
1
+ Quantifying the Scanner-Induced Domain Gap in Mitosis Detection 2021 Marc Aubreville
Christof Bertram
Mitko Veta
Robert Klopfleisch
Nikolas Stathonikos
Katharina Breininger
Natalie D. ter Hoeve
Francesco Ciompi
Andreas Maier
1
+ PDF Chat Robust Interactive Semantic Segmentation of Pathology Images with Minimal User Input 2021 Mostafa Jahanifar
Neda Zamani Tajeddin
Navid Alemi Koohbanani
Nasir Rajpoot
1
+ PDF Chat Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis 2022 Frauke Wilm
Christian Marzahl
Katharina Breininger
Marc Aubreville
1