Research Output per year
Research Output per year
Personal profile
Scientific Focus
Medical Deep Learning
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Research Areas and Centers
- Centers: Center for Artificial Intelligence Luebeck (ZKIL)
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Dive into the research topics where Mattias Heinrich is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Anatomy-guided domain adaptation for 3D in-bed human pose estimation
Bigalke, A., Hansen, L., Diesel, J., Hennigs, C., Rostalski, P. & Heinrich, M. P., 10.2023, In: Medical Image Analysis. 89, 102887.Research output: Journal Articles › Journal articles › Research › peer-review
1 Citation (Scopus) -
Abstract: Light-weight Semantic Segmentation and Labelling of Vertebrae in 3D-CT Scans
Hempe, H., Yilmaz, E. B., Meyer, C. & Heinrich, M. P., 05.04.2022, Bildverarbeitung für die Medizin 2022. Springer, p. 19 19 p. (Informatik Aktuell).Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review
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Continuous benchmarking in medical image registration-review of the current state of the Learn2Reg challenge
Hansen, L., Hering, A. D., Großbröhmer, C. & Heinrich, M., 21.04.2022.Research output: Contribution to conference › Conference Papers › peer-review
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Domain Adaptive 3D Human Pose Estimation through Anatomical Constraints
Bigalke, A., Hansen, L., Diesel, J. & Heinrich, M. P., 01.04.2022, International Conference on Medical Imaging with Deep Learning --MIDL 2022.Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review
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Fast 3D Registration with Accurate Optimisation and Little Learning for Learn2Reg 2021
Siebert, H., Hansen, L. & Heinrich, M. P., 01.03.2022, Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis --MICCAI 2021 Challenges. p. 174-179 6 p.Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review
Projects
- 5 Finished
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OncoReg-Challenge: Evaluation for the integration of anatomical expert knowledge from retrospective data in oncological computed tomographic image registration with artificial intelligence
Heinrich, M. (Principal Investigator (PI)) & Sieren, M. M. (Principal Investigator (PI))
01.01.22 → 31.12.24
Project: Projects with Federal Funding › Projects with Federal Ministry Funding: BMBF
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Visualization, interpretability and trustworthiness of AI-based features for the characterization of musculoskeletal disorders
Heinrich, M. (Principal Investigator (PI)), Glüer, C. C. (Consortial Partner), Koch, R. (Consortial Partner), Engelke, K. (Consortial Partner) & Meyer, C. (Consortial Partner)
01.10.20 → 31.03.24
Project: Projects with Federal Funding › Projects with Federal Ministry Funding: BMBF
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ERA-CVD Verbund Medic V-Tach: Mobile electrocardiographic imaging for the prediction of ventricular tachycardia
Heinrich, M. (Principal Investigator (PI))
01.01.20 → 31.03.24
Project: Projects with Federal Funding › Projects with Federal Ministry Funding: BMBF
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Learning contrast-invariant contextual local descriptors and similarity metrics for multi-modal image registration
Heinrich, M. (Principal Investigator (PI))
01.01.16 → 31.12.21
Project: DFG Projects › DFG Individual Projects
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Image-guided non-invasive tracking for radiotherapy using machine learning
Heinrich, M. (Principal Investigator (PI))
01.01.15 → 31.12.21
Project: DFG Projects › DFG Individual Projects
Prizes
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3. BVM Preis 2021 in der Kategorie "Beste wissenschaftliche Arbeit"
Bigalke, A. (Award Recipient), Hansen, L. (Award Recipient) & Heinrich, M. (Award Recipient), 09.03.2021
Prize: Research Prizes, Scientific Awards
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Open Science Award 2023
Großbröhmer, C. (Award Recipient), Heinrich, M. (Award Recipient), Hansen, L. (Award Recipient) & Hering, A. D. (Award Recipient), 10.11.2023
Prize: Awards of the University of Luebeck