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MONAI: An open-source framework for deep learning in healthcare


Nov 04, 2022
M. Jorge Cardoso, Wenqi Li, Richard Brown, Nic Ma, Eric Kerfoot, Yiheng Wang, Benjamin Murrey, Andriy Myronenko, Can Zhao, Dong Yang, Vishwesh Nath, Yufan He, Ziyue Xu, Ali Hatamizadeh, Andriy Myronenko, Wentao Zhu, Yun Liu, Mingxin Zheng, Yucheng Tang, Isaac Yang, Michael Zephyr, Behrooz Hashemian, Sachidanand Alle, Mohammad Zalbagi Darestani, Charlie Budd, Marc Modat, Tom Vercauteren, Guotai Wang, Yiwen Li, Yipeng Hu, Yunguan Fu, Benjamin Gorman, Hans Johnson, Brad Genereaux, Barbaros S. Erdal, Vikash Gupta, Andres Diaz-Pinto, Andre Dourson, Lena Maier-Hein, Paul F. Jaeger, Michael Baumgartner, Jayashree Kalpathy-Cramer, Mona Flores, Justin Kirby, Lee A. D. Cooper, Holger R. Roth, Daguang Xu, David Bericat, Ralf Floca, S. Kevin Zhou, Haris Shuaib, Keyvan Farahani, Klaus H. Maier-Hein, Stephen Aylward, Prerna Dogra, Sebastien Ourselin, Andrew Feng

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* www.monai.io 

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Detailed Annotations of Chest X-Rays via CT Projection for Report Understanding


Oct 07, 2022
Constantin Seibold, Simon Reiß, Saquib Sarfraz, Matthias A. Fink, Victoria Mayer, Jan Sellner, Moon Sung Kim, Klaus H. Maier-Hein, Jens Kleesiek, Rainer Stiefelhagen

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* 33rd British Machine Vision Conference (BMVC 2022) 

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Extending nnU-Net is all you need


Aug 23, 2022
Fabian Isensee, Constantin Ulrich, Tassilo Wald, Klaus H. Maier-Hein

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* Fabian Isensee, Constantin Ulrich and Tassilo Wald contributed equally 

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Continuous-Time Deep Glioma Growth Models


Jul 02, 2021
Jens Petersen, Fabian Isensee, Gregor Köhler, Paul F. Jäger, David Zimmerer, Ulf Neuberger, Wolfgang Wick, Jürgen Debus, Sabine Heiland, Martin Bendszus, Philipp Vollmuth, Klaus H. Maier-Hein

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* MICCAI 2021 

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GP-ConvCNP: Better Generalization for Convolutional Conditional Neural Processes on Time Series Data


Jun 11, 2021
Jens Petersen, Gregor Köhler, David Zimmerer, Fabian Isensee, Paul F. Jäger, Klaus H. Maier-Hein

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* UAI 2021 

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nnDetection: A Self-configuring Method for Medical Object Detection


Jun 01, 2021
Michael Baumgartner, Paul F. Jaeger, Fabian Isensee, Klaus H. Maier-Hein

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* *Michael Baumgartner and Paul F. J\"ager contributed equally 

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nnU-Net for Brain Tumor Segmentation


Nov 02, 2020
Fabian Isensee, Paul F. Jaeger, Peter M. Full, Philipp Vollmuth, Klaus H. Maier-Hein

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OR-UNet: an Optimized Robust Residual U-Net for Instrument Segmentation in Endoscopic Images


Apr 27, 2020
Fabian Isensee, Klaus H. Maier-Hein

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