L
Lena Maier-Hein
Researcher at German Cancer Research Center
Publications - 333
Citations - 8361
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 receiving 5637 citations. Previous affiliations of Lena Maier-Hein include Heidelberg University & Karlsruhe Institute of Technology.
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A large annotated medical image dataset for the development and evaluation of segmentation algorithms
Amber L. Simpson,Michela Antonelli,Spyridon Bakas,Michel Bilello,Keyvan Farahani,Bram van Ginneken,Annette Kopp-Schneider,Bennett A. Landman,Geert Litjens,Bjoern H. Menze,Olaf Ronneberger,Ronald M. Summers,Patrick Bilic,Patrick Ferdinand Christ,Richard K. G. Do,Marc J. Gollub,Jennifer Golia-Pernicka,Stephan Heckers,William R. Jarnagin,Maureen McHugo,Sandy Napel,Eugene Vorontsov,Lena Maier-Hein,M. Jorge Cardoso +23 more
TL;DR: A large, curated dataset representative of several highly variable segmentation tasks that was used in a crowd-sourced challenge - the Medical Segmentation Decathlon held during the 2018 Medical Image Computing and Computer Aided Interventions Conference in Granada, Spain.
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Electromagnetic tracking in medicine--a review of technology, validation, and applications.
Alfred M. Franz,Tamas Haidegger,Wolfgang Birkfellner,Kevin Cleary,Terry M. Peters,Lena Maier-Hein +5 more
TL;DR: The basic working principles of EM tracking systems are described, the main sources of error are listed, and the published studies on tracking accuracy, precision and robustness along with the corresponding validation protocols proposed are summarized.
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The Medical Imaging Interaction Toolkit: challenges and advances : 10 years of open-source development.
Marco Nolden,Sascha Zelzer,Alexander Seitel,Diana Wald,Michael W. Müller,Alfred M. Franz,Daniel Maleike,Markus Fangerau,Matthias Baumhauer,Matthias Baumhauer,Lena Maier-Hein,Klaus H. Maier-Hein,Hans-Peter Meinzer,Ivo Wolf +13 more
TL;DR: The aim of this paper is to show how MITK evolved into a software system that is able to cover all steps of a clinical workflow including data retrieval, image analysis, diagnosis, treatment planning, intervention support, and treatment control.
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Comparative Validation of Polyp Detection Methods in Video Colonoscopy: Results From the MICCAI 2015 Endoscopic Vision Challenge
Jorge Bernal,Nima Tajkbaksh,Francisco Javier Sánchez,Bogdan J. Matuszewski,Hao Chen,Lequan Yu,Quentin Angermann,Olivier Romain,Bjorn Rustad,Ilangko Balasingham,Konstantin Pogorelov,Sungbin Choi,Quentin Debard,Lena Maier-Hein,Stefanie Speidel,Danail Stoyanov,Patrick Brandao,Henry Córdova,Cristina Sánchez-Montes,Suryakanth R. Gurudu,Gloria Fernández-Esparrach,Xavier Dray,Jianming Liang,Aymeric Histace +23 more
TL;DR: Results show that convolutional neural networks are the state of the art in polyp detection and it is also demonstrated that combining different methodologies can lead to an improved overall performance.
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Optical techniques for 3D surface reconstruction in computer-assisted laparoscopic surgery.
Lena Maier-Hein,Peter Mountney,Adrien Bartoli,Haytham Elhawary,Daniel S. Elson,Anja Groch,Andreas Kolb,Marcos A. Rodrigues,Jonathan M. Sorger,Stefanie Speidel,Danail Stoyanov +10 more
TL;DR: The state-of-the-art methods for optical intra-operative 3D reconstruction in laparoscopic surgery is reviewed and the technical challenges and future perspectives towards clinical translation are discussed.