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@article{DBLP:journals/mia/WeitzVSCKBKKRFPSERMGAWJ24,
  author       = {Philippe Weitz and
                  Masi Valkonen and
                  Leslie Solorzano and
                  Circe Carr and
                  Kimmo Kartasalo and
                  Constance Boissin and
                  Sonja Koivukoski and
                  Aino Kuusela and
                  Dusan Rasic and
                  Yanbo Feng and
                  Sandra Kristiane Sinius Pouplier and
                  Abhinav Sharma and
                  Kajsa Ledesma Eriksson and
                  Stephanie Robertson and
                  Christian Marzahl and
                  Chandler D. Gatenbee and
                  Alexander R. A. Anderson and
                  Marek Wodzinski and
                  Artur Jurgas and
                  Niccol{\`{o}} Marini and
                  Manfredo Atzori and
                  Henning M{\"{u}}ller and
                  Daniel Budelmann and
                  Nick Weiss and
                  Stefan Heldmann and
                  Johannes Lotz and
                  Jelmer M. Wolterink and
                  Bruno De Santi and
                  Abhijeet Patil and
                  Amit Sethi and
                  Satoshi Kondo and
                  Satoshi Kasai and
                  Kousuke Hirasawa and
                  Mahtab Farrokh and
                  Neeraj Kumar and
                  Russell Greiner and
                  Leena Latonen and
                  Anne{-}Vibeke Laenkholm and
                  Johan Hartman and
                  Pekka Ruusuvuori and
                  Mattias Rantalainen},
  title        = {The {ACROBAT} 2022 challenge: Automatic registration of breast cancer
                  tissue},
  journal      = {Medical Image Anal.},
  volume       = {97},
  pages        = {103257},
  year         = {2024}
}
@article{DBLP:journals/ncs/SchaferNHLMFSLK24,
  author       = {Raphael Sch{\"{a}}fer and
                  Till Nicke and
                  Henning H{\"{o}}fener and
                  Annkristin Lange and
                  Dorit Merhof and
                  Friedrich Feuerhake and
                  Volkmar Schulz and
                  Johannes Lotz and
                  Fabian Kiessling},
  title        = {Overcoming data scarcity in biomedical imaging with a foundational
                  multi-task model},
  journal      = {Nat. Comput. Sci.},
  volume       = {4},
  number       = {7},
  pages        = {495--509},
  year         = {2024}
}
@inproceedings{DBLP:conf/isbi/HuangYLSKBLFM24,
  author       = {Boqiang Huang and
                  Jiayu Ying and
                  Ruizhi Lyu and
                  Nadine S. Schaadt and
                  Barbara Mara Klinkhammer and
                  Peter Boor and
                  Johannes Lotz and
                  Friedrich Feuerhake and
                  Dorit Merhof},
  title        = {Utnetpara: {A} Hybrid CNN-Transformer Architecture with Multi-Scale
                  Fusion for Whole-Slide Image Segmentation},
  booktitle    = {{ISBI}},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2024}
}
@article{DBLP:journals/cmig/AwanRLWR23,
  author       = {Ruqayya Awan and
                  Shan E Ahmed Raza and
                  Johannes Lotz and
                  Nick Weiss and
                  Nasir M. Rajpoot},
  title        = {Deep feature based cross-slide registration},
  journal      = {Comput. Medical Imaging Graph.},
  volume       = {104},
  pages        = {102162},
  year         = {2023}
}
@article{DBLP:journals/corr/abs-2305-18033,
  author       = {Philippe Weitz and
                  Masi Valkonen and
                  Leslie Solorzano and
                  Circe Carr and
                  Kimmo Kartasalo and
                  Constance Boissin and
                  Sonja Koivukoski and
                  Aino Kuusela and
                  Dusan Rasic and
                  Yanbo Feng and
                  Sandra Kristiane Sinius Pouplier and
                  Abhinav Sharma and
                  Kajsa Ledesma Eriksson and
                  Stephanie Robertson and
                  Christian Marzahl and
                  Chandler D. Gatenbee and
                  Alexander R. A. Anderson and
                  Marek Wodzinski and
                  Artur Jurgas and
                  Niccol{\`{o}} Marini and
                  Manfredo Atzori and
                  Henning M{\"{u}}ller and
                  Daniel Budelmann and
                  Nick Weiss and
                  Stefan Heldmann and
                  Johannes Lotz and
                  Jelmer M. Wolterink and
                  Bruno De Santi and
                  Abhijeet Patil and
                  Amit Sethi and
                  Satoshi Kondo and
                  Satoshi Kasai and
                  Kousuke Hirasawa and
                  Mahtab Farrokh and
                  Neeraj Kumar and
                  Russell Greiner and
                  Leena Latonen and
                  Anne{-}Vibeke Laenkholm and
                  Johan Hartman and
                  Pekka Ruusuvuori and
                  Mattias Rantalainen},
  title        = {The {ACROBAT} 2022 Challenge: Automatic Registration Of Breast Cancer
                  Tissue},
  journal      = {CoRR},
  volume       = {abs/2305.18033},
  year         = {2023}
}
@article{DBLP:journals/corr/abs-2311-09847,
  author       = {Raphael Sch{\"{a}}fer and
                  Till Nicke and
                  Henning H{\"{o}}fener and
                  Annkristin Lange and
                  Dorit Merhof and
                  Friedrich Feuerhake and
                  Volkmar Schulz and
                  Johannes Lotz and
                  Fabian Kiessling},
  title        = {Overcoming Data Scarcity in Biomedical Imaging with a Foundational
                  Multi-Task Model},
  journal      = {CoRR},
  volume       = {abs/2311.09847},
  year         = {2023}
}
@inproceedings{DBLP:conf/itsc/ZhangEL22,
  author       = {Xian Zhang and
                  Johannes Eck and
                  Felix Lotz},
  title        = {A Path Planning Approach for Tractor-Trailer System based on Semi-Supervised
                  Learning},
  booktitle    = {{ITSC}},
  pages        = {3549--3555},
  publisher    = {{IEEE}},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2202-09971,
  author       = {Ruqayya Awan and
                  Shan{-}E{-}Ahmed Raza and
                  Johannes Lotz and
                  Nick Weiss and
                  Nasir M. Rajpoot},
  title        = {Deep Feature based Cross-slide Registration},
  journal      = {CoRR},
  volume       = {abs/2202.09971},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2203-00449,
  author       = {Ruqayya Awan and
                  Mohammed Nimir and
                  Shan E Ahmed Raza and
                  Johannes Lotz and
                  David R. J. Snead and
                  Andrew Robison and
                  Nasir M. Rajpoot},
  title        = {Deep Learning based Prediction of {MSI} in Colorectal Cancer via Prediction
                  of the Status of {MMR} Markers},
  journal      = {CoRR},
  volume       = {abs/2203.00449},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2206-14092,
  author       = {Winfried L{\"{o}}tzsch and
                  Simon Ohler and
                  Johannes S. Otterbach},
  title        = {Learning the Solution Operator of Boundary Value Problems using Graph
                  Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2206.14092},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2207-08927,
  author       = {Simon Ohler and
                  Daniel Brady and
                  Winfried L{\"{o}}tzsch and
                  Michael Fleischhauer and
                  Johannes S. Otterbach},
  title        = {Towards Learning Self-Organized Criticality of Rydberg Atoms using
                  Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2207.08927},
  year         = {2022}
}
@misc{DBLP:data/10/LaakLWH21,
  author       = {Jeroen van der Laak and
                  Johannes Lotz and
                  Nick Weiss and
                  Stefan Heldmann},
  title        = {HyReCo - Hybrid re-stained and consecutive histological serial sections},
  publisher    = {{IEEE} DataPort},
  year         = {2021},
  month        = dec,
  howpublished = {\url{https://doi.org/10.21227/pzj5-bs61}},
  note         = {Accessed on YYYY-MM-DD.}
}
@article{DBLP:journals/corr/abs-2106-13150,
  author       = {Johannes Lotz and
                  Nick Weiss and
                  Jeroen van der Laak and
                  Stefan Heldmann},
  title        = {High-resolution Image Registration of Consecutive and Re-stained Sections
                  in Histopathology},
  journal      = {CoRR},
  volume       = {abs/2106.13150},
  year         = {2021}
}
@article{DBLP:journals/tmi/BorovecKASBKBCH20,
  author       = {Jir{\'{\i}} Borovec and
                  Jan Kybic and
                  Ignacio Arganda{-}Carreras and
                  Dmitry V. Sorokin and
                  Gloria Bueno and
                  Alexander V. Khvostikov and
                  Spyridon Bakas and
                  Eric I{-}Chao Chang and
                  Stefan Heldmann and
                  Kimmo Kartasalo and
                  Leena Latonen and
                  Johannes Lotz and
                  Michelle Noga and
                  Sarthak Pati and
                  Kumaradevan Punithakumar and
                  Pekka Ruusuvuori and
                  Andrzej Skalski and
                  Nazanin Tahmasebi and
                  Masi Valkonen and
                  Ludovic Venet and
                  Yizhe Wang and
                  Nick Weiss and
                  Marek Wodzinski and
                  Yu Xiang and
                  Yan Xu and
                  Yan Yan and
                  Paul A. Yushkevich and
                  Shengyu Zhao and
                  Arrate Mu{\~{n}}oz{-}Barrutia},
  title        = {{ANHIR:} Automatic Non-Rigid Histological Image Registration Challenge},
  journal      = {{IEEE} Trans. Medical Imaging},
  volume       = {39},
  number       = {10},
  pages        = {3042--3052},
  year         = {2020}
}
@inproceedings{DBLP:conf/iccS/GanellariHZ0PLN20,
  author       = {Daniel Ganellari and
                  Gundolf Haase and
                  Gerhard W. Zumbusch and
                  Johannes Lotz and
                  Patrick Peltzer and
                  Klaus Leppkes and
                  Uwe Naumann},
  title        = {Patient-Specific Cardiac Parametrization from Eikonal Simulations},
  booktitle    = {{ICCS} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12137},
  pages        = {290--303},
  publisher    = {Springer},
  year         = {2020}
}
@inproceedings{DBLP:conf/iccS/Peltzer0N20,
  author       = {Patrick Peltzer and
                  Johannes Lotz and
                  Uwe Naumann},
  title        = {Eigen-AD: Algorithmic Differentiation of the Eigen Library},
  booktitle    = {{ICCS} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12137},
  pages        = {690--704},
  publisher    = {Springer},
  year         = {2020}
}
@inproceedings{DBLP:conf/isbi/MercanMT0WGC20,
  author       = {Caner Mercan and
                  G. C. A. M. Mooij and
                  David Tellez and
                  Johannes Lotz and
                  Nick Weiss and
                  Marcel van Gerven and
                  Francesco Ciompi},
  title        = {Virtual Staining for Mitosis Detection in Breast Histopathology},
  booktitle    = {{ISBI}},
  pages        = {1770--1774},
  publisher    = {{IEEE}},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2003-07801,
  author       = {Caner Mercan and
                  Germonda Reijnen{-}Mooij and
                  David Tellez Martin and
                  Johannes Lotz and
                  Nick Weiss and
                  Marcel van Gerven and
                  Francesco Ciompi},
  title        = {Virtual staining for mitosis detection in Breast Histopathology},
  journal      = {CoRR},
  volume       = {abs/2003.07801},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-1903-12063,
  author       = {Johannes Lotz and
                  Nick Weiss and
                  Stefan Heldmann},
  title        = {Robust, fast and accurate: a 3-step method for automatic histological
                  image registration},
  journal      = {CoRR},
  volume       = {abs/1903.12063},
  year         = {2019}
}
@article{DBLP:journals/corr/abs-1911-12604,
  author       = {Patrick Peltzer and
                  Johannes Lotz and
                  Uwe Naumann},
  title        = {Eigen-AD: Algorithmic Differentiation of the Eigen Library},
  journal      = {CoRR},
  volume       = {abs/1911.12604},
  year         = {2019}
}
@article{DBLP:journals/corr/abs-1808-05883,
  author       = {Wouter Bulten and
                  P{\'{e}}ter B{\'{a}}ndi and
                  Jeffrey Hoven and
                  Rob van de Loo and
                  Johannes Lotz and
                  Nick Weiss and
                  Jeroen van der Laak and
                  Bram van Ginneken and
                  Christina A. Hulsbergen van de Kaa and
                  Geert Litjens},
  title        = {Epithelium segmentation using deep learning in H{\&}E-stained
                  prostate specimens with immunohistochemistry as reference standard},
  journal      = {CoRR},
  volume       = {abs/1808.05883},
  year         = {2018}
}
@article{DBLP:journals/tbe/LotzOMPGLHLGWLG16,
  author       = {Johannes Lotz and
                  Janine Olesch and
                  Benedikt M{\"{u}}ller and
                  Thomas Polzin and
                  P. Galuschka and
                  J. M. Lotz and
                  Stefan Heldmann and
                  Hendrik Laue and
                  Margarita Gonzalez{-}Vallinas and
                  Arne Warth and
                  Bernd Lahrmann and
                  Niels Grabe and
                  Oliver Sedlaczek and
                  Kai Breuhahn and
                  Jan Modersitzki},
  title        = {Patch-Based Nonlinear Image Registration for Gigapixel Whole Slide
                  Images},
  journal      = {{IEEE} Trans. Biomed. Eng.},
  volume       = {63},
  number       = {9},
  pages        = {1812--1819},
  year         = {2016}
}
@inproceedings{DBLP:conf/iccS/LotzSN16,
  author       = {Johannes Lotz and
                  Marc Schwalbach and
                  Uwe Naumann},
  title        = {A Case Study in Adjoint Sensitivity Analysis of Parameter Calibration},
  booktitle    = {{ICCS}},
  series       = {Procedia Computer Science},
  volume       = {80},
  pages        = {201--211},
  publisher    = {Elsevier},
  year         = {2016}
}
@inproceedings{DBLP:conf/iccS/SafiranLN16,
  author       = {Niloofar Safiran and
                  Johannes Lotz and
                  Uwe Naumann},
  title        = {Algorithmic Differentiation of Numerical Methods: Second-Order Adjoint
                  Solvers for Parameterized Systems of Nonlinear Equations},
  booktitle    = {{ICCS}},
  series       = {Procedia Computer Science},
  volume       = {80},
  pages        = {2231--2235},
  publisher    = {Elsevier},
  year         = {2016}
}
@inproceedings{DBLP:conf/siamcsc/0001NM16,
  author       = {Johannes Lotz and
                  Uwe Naumann and
                  Sumit Mitra},
  title        = {Mixed Integer Programming for Call Tree Reversal},
  booktitle    = {{CSC}},
  pages        = {83--91},
  publisher    = {{SIAM}},
  year         = {2016}
}
@article{DBLP:journals/toms/NaumannLLT15,
  author       = {Uwe Naumann and
                  Johannes Lotz and
                  Klaus Leppkes and
                  Markus Towara},
  title        = {Algorithmic Differentiation of Numerical Methods: Tangent and Adjoint
                  Solvers for Parameterized Systems of Nonlinear Equations},
  journal      = {{ACM} Trans. Math. Softw.},
  volume       = {41},
  number       = {4},
  pages        = {26:1--26:21},
  year         = {2015}
}
@inproceedings{DBLP:conf/bildmed/WeissLM15,
  author       = {Nick Weiss and
                  Johannes Lotz and
                  Jan Modersitzki},
  title        = {Multimodal Image Registration in Digital Pathology Using Cell Nuclei
                  Densities},
  booktitle    = {Bildverarbeitung f{\"{u}}r die Medizin},
  series       = {Informatik Aktuell},
  pages        = {245--250},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/curac/GuntherBGHKOKLO15,
  author       = {Matthias G{\"{u}}nther and
                  Tobias Bartscherer and
                  Joachim Georgii and
                  Holger Hewener and
                  Till Kipshagen and
                  Darko Ojdanic and
                  Bojan Kovec and
                  Johannes Lotz and
                  Janine Olesch and
                  Sven Rothl{\"{u}}bbers and
                  Michael Schwenke and
                  Daniel Speicher and
                  Steffen H. Tretbar},
  title        = {Towards MR-guided biopsy outside the MR-scanner: information fusion
                  based on simultaneous ultrasound-MR imaging and real-time motion tracking},
  booktitle    = {{CURAC}},
  pages        = {15--16},
  year         = {2015}
}
@inproceedings{DBLP:conf/iccS/LotzNHPM15,
  author       = {Johannes Lotz and
                  Uwe Naumann and
                  Ralf Hannemann{-}Tam{\'{a}}s and
                  Tobias Ploch and
                  Alexander Mitsos},
  title        = {Higher-order Discrete Adjoint {ODE} Solver in {C++} for Dynamic Optimization},
  booktitle    = {{ICCS}},
  series       = {Procedia Computer Science},
  volume       = {51},
  pages        = {256--265},
  publisher    = {Elsevier},
  year         = {2015}
}
@inproceedings{DBLP:conf/iccS/SafiranLN15,
  author       = {Niloofar Safiran and
                  Johannes Lotz and
                  Uwe Naumann},
  title        = {Second-order Tangent Solvers for Systems of Parameterized Nonlinear
                  Equations},
  booktitle    = {{ICCS}},
  series       = {Procedia Computer Science},
  volume       = {51},
  pages        = {231--238},
  publisher    = {Elsevier},
  year         = {2015}
}
@inproceedings{DBLP:conf/midp/0002B0BGHHLLOSS14,
  author       = {Johannes Lotz and
                  Judith Berger and
                  Benedikt M{\"{u}}ller and
                  Kai Breuhahn and
                  Niels Grabe and
                  Stefan Heldmann and
                  Andr{\'{e}} Homeyer and
                  Bernd Lahrmann and
                  Hendrik Laue and
                  Janine Olesch and
                  Michael Schwier and
                  Oliver Sedlaczek and
                  Arne Warth},
  title        = {Zooming in: high resolution 3D reconstruction of differently stained
                  histological whole slide images},
  booktitle    = {Medical Imaging: Digital Pathology},
  series       = {{SPIE} Proceedings},
  volume       = {9041},
  pages        = {904104},
  publisher    = {{SPIE}},
  year         = {2014}
}
@article{DBLP:journals/tcst/LoheLCK13,
  author       = {Johannes L{\"{o}}he and
                  Marc Lotz and
                  Mark Cannon and
                  Basil Kouvaritakis},
  title        = {Application of Optimal Control Algorithm to Inertia Friction Welding
                  Process},
  journal      = {{IEEE} Trans. Control. Syst. Technol.},
  volume       = {21},
  number       = {3},
  pages        = {891--898},
  year         = {2013}
}
@inproceedings{DBLP:conf/europar/LotzNSS13,
  author       = {Johannes Lotz and
                  Uwe Naumann and
                  Max Sagebaum and
                  Michel Schanen},
  title        = {Discrete Adjoints of PETSc through dco/c++ and Adjoint {MPI}},
  booktitle    = {Euro-Par},
  series       = {Lecture Notes in Computer Science},
  volume       = {8097},
  pages        = {497--507},
  publisher    = {Springer},
  year         = {2013}
}
@inproceedings{DBLP:conf/iccS/SagebaumGNLL13,
  author       = {Max Sagebaum and
                  Nicolas R. Gauger and
                  Uwe Naumann and
                  Johannes Lotz and
                  Klaus Leppkes},
  title        = {Algorithmic Differentiation of a Complex {C++} Code with Underlying
                  Libraries},
  booktitle    = {{ICCS}},
  series       = {Procedia Computer Science},
  volume       = {18},
  pages        = {208--217},
  publisher    = {Elsevier},
  year         = {2013}
}
@inproceedings{DBLP:conf/miip/Lotz0OG13,
  author       = {Johannes Lotz and
                  Bernd Fischer and
                  Janine Olesch and
                  Matthias G{\"{u}}nther},
  title        = {Real time motion analysis in 4D medical imaging using conditional
                  density propagation},
  booktitle    = {Medical Imaging: Image Processing},
  series       = {{SPIE} Proceedings},
  volume       = {8669},
  pages        = {86690T},
  publisher    = {{SPIE}},
  year         = {2013}
}
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