- Platelet aggregates detected using quantitative phase imaging associate with COVID-19 severity. In: Nature Communications Medicine. Springer Nature, 2023 mehr… BibTeX Volltext ( DOI )
- Composition Counts: A Machine Learning View on Immunothrombosis using Quantitative Phase Imaging. Machine Learning for Healthcare Conference, 2023 mehr… BibTeX
- Towards Interpretable Classification of Leukocytes based on Deep Learning. 3rd Workshop on Interpretable Machine Learning in Healthcare (IMLH), 2023 mehr… BibTeX
- Explainable Artificial Intelligence for Cytological Image Analysis. In: Artificial Intelligence in Medicine. Springer Nature Switzerland, 2023 mehr… BibTeX Volltext ( DOI )
- Rethinking Usability Heuristics for Modern Biomedical Interfaces. The Sixteenth International Conference on Advances in Computer-Human Interactions (ACHI), 2023 mehr… BibTeX
- Measurement of Platelet Aggregation in Ageing Samples and After in-Vitro Activation. Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, SCITEPRESS - Science and Technology Publications, 2023 mehr… BibTeX Volltext ( DOI )
- Explainable Feature Learning with Variational Autoencoders for Holographic Image Analysis. Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, SCITEPRESS - Science and Technology Publications, 2023 mehr… BibTeX Volltext ( DOI )
Stefan Röhrl, M.Sc.
Technische Universität München
Lehrstuhl für Datenverarbeitung
Arcisstraße 21
80333 München
Tel.: +49 (0)89 289 23605
Fax.: +49 (0)89 289 23600
E-Mail: stefan.roehrl@tum.de
Büro: Z947
Kontakt
Wenn Sie Fragen zu Workshops oder Lehrveranstaltungen haben, schreiben Sie an folgende Adressen.
- Computer Vision: cv@ldv.ei.tum.de
- Komputer & Creativität: kc@ldv.ei.tum.de
- Arduino: arduino@ldv.ei.tum.de
- 3D-Druck: 3d@ldv.ei.tum.de
- Python: py@ldv.ei.tum.de
Forschungsschwerpunkte
CellFace
Analyse und Diagnositk von Blutzellen mit Hilfe künstlicher Intelligenz, insbesondere Deep Learning, und digitaler holographischer Mikroskopie.
► CellFace
Komputer & Creativität
Entwicklung maschineller Lernmethoden für künstliche Kreativität.
Betreute Lehrveranstaltungen
Sommersemester
- Computer Vision
- Praktikum Industry 4.0
- Grundkurs C++
- Monty Matalb
- Daedalus Arduino Microcontroller Workshops
- Daedalus 3D-Druck Workshops
- Daedalus Python 4 EI Workshops
Wintersemester
Angebotene Arbeiten
Aktuelles,
offen,
Stefan Röhrl
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Stefan Röhrl
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New Daedalus 2.0 Hands-On Workshops | Cloud and Cyber Security
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Jobs,
Stefan Röhrl
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Working Student Position - Deployment Administration
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offen,
Manuel Lengl,
Stefan Röhrl
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Workshop Introduction to Professional Software Development
Publications 2023
Publications 2022
- Label-free Digital Holographic Microscopy to Characterize Inter- and Intratumoral Heterogeneity in Pancreatic Cancer. Gastroenterology 162 (7, Supplement ), 2022, S-732 mehr… BibTeX Volltext ( DOI )
- Blutzellaggregate als neue Biomarkerklasse für POC Hämatologie Automaten. 5. MÜNCHNER POCT SYMPOSIUM, Neue Perspektiven für Querschnittstechnologien und erweiterte Anwendungsgebiete , 2022, 68 mehr… BibTeX
- A Comparison of Uncertainty Quantification Methods for Active Learning in Image Classification. 2022 International Joint Conference on Neural Networks (IJCNN), IEEE, 2022 mehr… BibTeX Volltext ( DOI )
- Outlier Detection using Self-Organizing Maps for Automated Blood Cell Analysis. 2nd Workshop on Interpretable Machine Learning in Healthcare (IMLH 2022), 2022 mehr… BibTeX Volltext ( DOI )
- Towards Cross Domain Transfer Learning for Underwater Correspondence Search. In: Image Analysis and Processing – ICIAP 2022. Springer International Publishing, 2022 mehr… BibTeX Volltext ( DOI )
Publications 2020
- Analysis of Different Methods to Close the Reality Gap for Instance Segmentation in a Flexible Assembly Cell. In: Advances in Service and Industrial Robotics. Springer International Publishing, 2020 mehr… BibTeX Volltext ( DOI )
Publications 2019
- Autoencoder Features for Differentiation of Leukocytes based on Digital Holographic Microscopy (DHM). Computer Aided Systems Theory-EUROCAST 2019, 2019 mehr… BibTeX
- Label-free biomarker information by high-throughput holographic microscopy to support detection of cancer and neglected tropical diseases. Optical Methods for Inspection, Characterization, and Imaging of Biomaterials IV, 2019, 110600V mehr… BibTeX
Patents
- Detection of molecular biological objects, cellular biological objects and cell aggregates using quantitative phase-contrast microscopy. 2023, (anderer Eintrag) mehr… BibTeXWWW
- Detection of Cell Aggregates using Quantitative Phase-Contrast Microscopy. 2023, (anderer Eintrag) mehr… BibTeXWWW
- Calibration of devices for optical analysis of blood samples. 2022, (anderer Eintrag) mehr… BibTeXWWW