Christian Matek

16 papers Journal 10Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
Tissue Classification and Whole-Slide Images Analysis via Modeling of the Tumor Microenvironment and Biological Pathways.
CoRR
Junzhuo Liu, Xuemei Du, Daniel Reisenbüchler, Ye Chen, Markus Eckstein, Christian Matek, Friedrich Feuerhake, Dorit Merhof
2025 J jnl
A Multicenter Benchmark of Multiple Instance Learning Models for Lymphoma Subtyping from HE-stained Whole Slide Images.
CoRR
Rao Muhammad Umer, Daniel Sens, Jonathan Noll, Christian Matek, Lukas Wolfseher, Rainer Spang, Ralf Huss, Johannes Raffler, Sarah Reinke, Wolfram Klapper, Katja Steiger, Kristina Schwamborn, Carsten Marr
2025 J jnl
Domain-incremental White Blood Cell Classification with Privacy-aware Continual Learning.
CoRR
Pratibha Kumari, Afshin Bozorgpour, Daniel Reisenbüchler, Edgar Jost, Martina Crysandt, Christian Matek, Dorit Merhof
2025 J jnl
Navigating Through Whole Slide Images With Hierarchy, Multi-Object, and Multi-Scale Data.
IEEE Trans. Medical Imaging
Manuel Tran, Sophia J. Wagner, Wilko Weichert, Christian Matek, Melanie Boxberg, Tingying Peng
2025 — conf
Top-Down Attention-Based Multiple Instance Learning for Whole Slide Image Analysis.
MICCAI (1)
Daniel Reisenbüchler, Ruining Deng, Christian Matek, Friedrich Feuerhake, Dorit Merhof
2024 J jnl
B-Cos Aligned Transformers Learn Human-Interpretable Features.
CoRR
Manuel Tran, Amal Lahiani, Yashin Dicente Cid, Melanie Boxberg, Peter Lienemann, Christian Matek, Sophia J. Wagner, Fabian J. Theis, Eldad Klaiman, Tingying Peng
2023 — conf
B-Cos Aligned Transformers Learn Human-Interpretable Features.
MICCAI (8)
Manuel Tran, Amal Lahiani, Yashin Dicente Cid, Melanie Boxberg, Peter Lienemann, Christian Matek, Sophia J. Wagner, Fabian J. Theis, Eldad Klaiman, Tingying Peng
2023 J jnl
Data Models for Dataset Drift Controls in Machine Learning With Optical Images.
Trans. Mach. Learn. Res.
Luis Oala, Marco Aversa, Gabriel Nobis, Kurt Willis, Yoan Neuenschwander, Michèle Buck, Christian Matek, Jérôme Extermann, Enrico Pomarico, Wojciech Samek, Roderick Murray-Smith, Christoph Clausen, Bruno Sanguinetti
2022 — conf
Abstract: A Database and Neural Network for Highly Accurate Classification of Single Bone Marrow Cells.
Bildverarbeitung für die Medizin
Christian Matek, Sebastian Krappe, Christian Münzenmayer, Torsten Haferlach, Carsten Marr
2022 J jnl
Data Models for Dataset Drift Controls in Machine Learning With Images.
CoRR
Luis Oala, Marco Aversa, Gabriel Nobis, Kurt Willis, Yoan Neuenschwander, Michèle Buck, Christian Matek, Jérôme Extermann, Enrico Pomarico, Wojciech Samek, Roderick Murray-Smith, Christoph Clausen, Bruno Sanguinetti
2022 J jnl
More than just sound: Harnessing metadata to improve neural network classifiers for medical auscultation.
Patterns
Christian Matek
2021 J jnl
Machine Learning for Health: Algorithm Auditing & Quality Control.
J. Medical Syst.
Luis Oala, Andrew G. Murchison, Pradeep Balachandran, Shruti Choudhary, Jana Fehr, Alixandro Werneck Leite, Peter G. Goldschmidt, Christian Johner, Elora D. M. Schörverth, Rose Nakasi, Martin Meyer, Federico Cabitza, Pat D. Baird, Carolin Prabhu, Eva Weicken, Xiaoxuan Liu, Markus Wenzel, Steffen Vogler, Darlington Ahiale Akogo, Shada Alsalamah, Emre Kazim, Adriano S. Koshiyama, Sven Piechottka, Sheena Macpherson, Ian Shadforth, Regina Geierhofer, Christian Matek, Joachim Krois, Bruno Sanguinetti, Matthew Arentz, Pavol Bielik, Saúl Calderón Ramírez, Auss Abbood, Nicolas Langer, Stefan Haufe, Ferath Kherif, Sameer Pujari, Wojciech Samek, Thomas Wiegand
2020 — conf
Abstract: Recognition of AML Blast Cells in a Curated Single-Cell Dataset of Leukocyte Morphologies Using Deep Convolutional Neural Networks.
Bildverarbeitung für die Medizin
Christian Matek, Simone Schwarz, Karsten Spiekermann, Carsten Marr
2020 — conf
ML4H Auditing: From Paper to Practice.
ML4H@NeurIPS
Luis Oala, Jana Fehr, Luca Gilli, Pradeep Balachandran, Alixandro Werneck Leite, Saúl Calderón Ramírez, Danny Xie Li, Gabriel Nobis, Erick Alejandro Muñoz Alvarado, Giovanna Jaramillo-Gutierrez, Christian Matek, Arun Shroff, Ferath Kherif, Bruno Sanguinetti, Thomas Wiegand
2019 J jnl
Human-level recognition of blast cells in acute myeloid leukaemia with convolutional neural networks.
Nat. Mach. Intell.
Christian Matek, Simone Schwarz, Karsten Spiekermann, Carsten Marr
2018 — conf
Abstract: Digital Cytomorphology - Deep Learning on an Image Data Set of Cell Morphologies in Acute Myeloid Leukemia.
Bildverarbeitung für die Medizin
Christian Matek, Carsten Marr, Karsten Spiekermann