Lena Maier-Hein
German Cancer Research Center
334 Papers
1.1K Citations
Lena Maier-Hein is an academic researcher from German Cancer Research Center. The author has contributed to research in topics: Computer science & Medicine. The author has an hindex of 36, co-authored 273 publications. Previous affiliations of Lena Maier-Hein include Heidelberg University & Karlsruhe Institute of Technology.
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Papers
Kidney edge detection in laparoscopic image data for computer-assisted surgery : Kidney edge detection.
Georges Hattab,Marvin Arnold,Leon Strenger,Max Allan,Darja Arsentjeva,Oliver Gold,Tobias Simpfendörfer,Lena Maier-Hein,Stefanie Speidel +8 more
TL;DR: This work proposes a deep learning-based solution that succeeds in predicting the edges of the kidney, except in instances where high occlusion occurs, which explains the average decrease in the IOU score.
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Precision targeting of liver lesions with a needle-based soft tissue navigation system
Lena Maier-Hein,Frank Pianka,Alexander Seitel,Sascha A. Müller,Aysun Tekbas,Mathias Seitel,Ivo Wolf,Bruno M. Schmied,Hans-Peter Meinzer +8 more
- 29 Oct 2007
TL;DR: Robust targeting precision of this order of magnitude would significantly improve the clinical treatment standard for various CT-guided minimally invasive interventions in the liver.
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images
David Zimmerer,Peter M. Full,Fabian Isensee,Paul F. Jager,Tim Adler,Jens Petersen,Gregor Köhler,Tobias Roß,Annika Reinke,Antanas Kascenas,Bjørn Sand Jensen,Alison O'Neil,Jeremy Tan,Benjamin Hou,James Batten,Huaqi Qiu,B. Kainz,Nina Shvetsova,Irina Fedulova,Dmitry V. Dylov,Baolun Yu,Jian Yang Zhai,Jingtao Hu,Runxuan Si,Sihang Zhou,Siqi Wang,Xinyang Li,Xuerun Chen,Yang Zhao,Sergio Naval Marimont,Giacomo Tarroni,Victor Saase,Lena Maier-Hein,Klaus H. Maier-Hein +33 more
TL;DR: The Medical-Out-Of-Distribution-Analysis-Challenge (MOOD) is introduced as an open, fair, and unbiased benchmark for OoD methods in the medical imaging domain and shows that performance has a strong positive correlation with the perceived difficulty, and that all algorithms show a high variance for different anomalies, making it yet hard to recommend them for clinical practice.
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Towards Mobile Augmented Reality for On-Patient Visualization of Medical Images
Lena Maier-Hein,Alfred M. Franz,Markus Fangerau,Mirko Schmidt,Alexander Seitel,Sven Mersmann,Thomas Kilgus,Anja Groch,Kwong Yung,T. R. Dos Santos,Hans-Peter Meinzer +10 more
- 01 Dec 2011
TL;DR: A new approach to on-patient visualization of 3D medical images, which combines the concept of augmented reality (AR) with an intuitive interaction scheme is presented, which can be used for intervention planning, anatomy teaching and various other applications that require intuitive visualization of3D data.
Particle filtering for respiratory motion compensation during navigated bronchoscopy
Ingmar Gergel,Thiago R. Dos Santos,Ralf Tetzlaff,Lena Maier-Hein,Hans-Peter Meinzer,Ingmar Wegner +5 more
TL;DR: The robustness of a previously introduced motion compensation approach was increased by taking into account the already traveled trajectory of the instrument within the lung and a virtual environment, which accounts for respiratory motion and electromagnetic noise was used.
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