Matthias Eisenmann

Scientist/Research Engineer, German Cancer Research Center (DKFZ)

Joined

December 2020

Names

Matthias Eisenmann (Preferred)

Emails

****@dkfz-heidelberg.de (Confirmed)

Personal Links

DBLP

ORCID

Career & Education History

Scientist/Research Engineer

German Cancer Research Center (DKFZ) (dkfz.de)

2015 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

validation and benchmarking in biomedical imaging

2016 – Present

surgical data science

2015 – Present

ultrasound-navigated percutaneous needle insertions

electromagnetic tracking

2019 – 2021

Publications

Metrics Reloaded - A new recommendation framework for biomedical image analysis validation
Annika Reinke, Lena Maier-Hein, Evangelia Christodoulou, Ben Glocker, Patrick Scholz, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael Alexander Riegler, Manuel Wiesenfarth, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Ali Emre Kavur, Tim Rädsch, Minu D. Tizabi, Laura Acion, Michela Antonelli, Tal Arbel et al. (48 additional authors not shown)
- Published: 09 May 2022, Last Modified: 12 May 2023
- MIDL 2022 Short Papers
- Readers: Everyone
Abstract: How to Generate Patient Benefit with Surgical Data Science - Results of an International Delphi Process
Matthias Eisenmann, Minu Dietlinde Tizabi, Keno März, Lena Maier-Hein
- 2022 (modified: 26 Oct 2022)
- Bildverarbeitung für die Medizin 2022
- Readers: Everyone
Surgical data science - from concepts toward clinical translation
Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya, Keno März, Toby Collins, Anand Malpani, Johannes Fallert, Hubertus Feussner, Stamatia Giannarou, Pietro Mascagni, Hirenkumar Nakawala, Adrian Park, Carla M. Pugh, Danail Stoyanov, S. Swaroop Vedula, Kevin Cleary, Gabor Fichtinger, Germain Forestier, Bernard Gibaud, Teodor P. Grantcharov et al. (31 additional authors not shown)
- 2022 (modified: 26 Oct 2022)
- Medical Image Anal. 2022
- Readers: Everyone
Common limitations of performance metrics in biomedical image analysis
Annika Reinke, Matthias Eisenmann, Minu Dietlinde Tizabi, Carole H. Sudre, Tim Rädsch, Michela Antonelli, Tal Arbel, Spyridon Bakas, M. Jorge Cardoso, Veronika Cheplygina, Keyvan Farahani, Ben Glocker, Doreen Heckmann-Nötzel, Fabian Isensee, Pierre Jannin, Charles Kahn, Jens Kleesiek, Tahsin Kurc, Michal Kozubek, Bennett A. Landman et al. (15 additional authors not shown)
- Published: 11 May 2021, Last Modified: 06 Mar 2025
- MIDL 2021 Poster
- Readers: Everyone
Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room
Lena Maier-Hein, Martin Wagner, Tobias Roß, Annika Reinke, Sebastian Bodenstedt, Peter M. Full, Hellena Hempe, Diana Mindroc Filimon, Patrick Scholz, Thuy Nuong Tran, Pierangela Bruno, Anna Kisilenko, Benjamin Müller, Tornike Davitashvili, Manuela Capek, Minu Tizabi, Matthias Eisenmann, Tim J. Adler, Janek Gröhl, Melanie Schellenberg et al. (10 additional authors not shown)
- 2020 (modified: 26 Oct 2022)
- CoRR 2020
- Readers: Everyone
BIAS: Transparent reporting of biomedical image analysis challenges
Lena Maier-Hein, Annika Reinke, Michal Kozubek, Anne L. Martel, Tal Arbel, Matthias Eisenmann, Allan Hanbury, Pierre Jannin, Henning Müller, Sinan Onogur, Julio Saez-Rodriguez, Bram van Ginneken, Annette Kopp-Schneider, Bennett A. Landman
- 2020 (modified: 26 Oct 2022)
- Medical Image Anal. 2020
- Readers: Everyone
Is the winner really the best? A critical analysis of common research practice in biomedical image analysis competitions
Lena Maier-Hein, Matthias Eisenmann, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz, Tal Arbel, Hrvoje Bogunovic, Andrew P. Bradley, Aaron Carass, Carolin Feldmann, Alejandro F. Frangi, Peter M. Full, Bram van Ginneken, Allan Hanbury, Katrin Honauer, Michal Kozubek, Bennett A. Landman, Keno März, Oskar Maier et al. (18 additional authors not shown)
- 2018 (modified: 26 Oct 2022)
- CoRR 2018
- Readers: Everyone
How to Exploit Weaknesses in Biomedical Challenge Design and Organization
Annika Reinke, Matthias Eisenmann, Sinan Onogur, Marko Stankovic, Patrick Scholz, Peter M. Full, Hrvoje Bogunovic, Bennett A. Landman, Oskar Maier, Bjoern H. Menze, Gregory C. Sharp, Korsuk Sirinukunwattana, Stefanie Speidel, Fons van der Sommen, Guoyan Zheng, Henning Müller, Michal Kozubek, Tal Arbel, Andrew P. Bradley, Pierre Jannin et al. (2 additional authors not shown)
- 2018 (modified: 26 Oct 2022)
- MICCAI (4) 2018
- Readers: Everyone
Surgical Data Science: A Consensus Perspective
Lena Maier-Hein, Matthias Eisenmann, Carolin Feldmann, Hubertus Feussner, Germain Forestier, Stamatia Giannarou, Bernard Gibaud, Gregory D. Hager, Makoto Hashizume, Darko Katic, Hannes Kenngott, Ron Kikinis, Michael Kranzfelder, Anand Malpani, Keno März, Beat P. Müller-Stich, Nassir Navab, Thomas Neumuth, Nicolas Padoy, Adrian Park et al. (8 additional authors not shown)
- 2018 (modified: 26 Oct 2022)
- CoRR 2018
- Readers: Everyone
Surgical Data Science: Enabling Next-Generation Surgery
Lena Maier-Hein, S. Swaroop Vedula, Stefanie Speidel, Nassir Navab, Ron Kikinis, Adrian Park, Matthias Eisenmann, Hubertus Feussner, Germain Forestier, Stamatia Giannarou, Makoto Hashizume, Darko Katic, Hannes Kenngott, Michael Kranzfelder, Anand Malpani, Keno März, Thomas Neumuth, Nicolas Padoy, Carla M. Pugh, Nicolai Schoch et al. (5 additional authors not shown)
- 2017 (modified: 26 Oct 2022)
- CoRR 2017
- Readers: Everyone

View all 12 publications

Co-Authors

View all 163 co-authors