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2-Step Sparse-View CT Reconstruction with a Domain-Specific Perceptual Network

Dec 08, 2020
Haoyu Wei, Florian Schiffers, Tobias Würfl, Daming Shen, Daniel Kim, Aggelos K. Katsaggelos, Oliver Cossairt


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Disassemblable Fieldwork CT Scanner Using a 3D-printed Calibration Phantom

Nov 12, 2020
Florian Schiffers, Thomas Bochynek, Andre Aichert, Tobias Würfl, Michael Rubenstein, Oliver Cossairt

* CT Meeting 2020 
* This paper was originally published at the 6th International Conference on Image Formation in X-Ray Computed Tomography (CTmeeting 2020) 

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Reconstruction of Voxels with Position- and Angle-Dependent Weightings

Oct 27, 2020
Lina Felsner, Tobias Würfl, Christopher Syben, Philipp Roser, Alexander Preuhs, Andreas Maier, Christian Riess

* This paper was originally published at the 6th International Conference on Image Formation in X-Ray Computed Tomography (CTmeeting 2020) 

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Deep Learning-based Pipeline for Module Power Prediction from EL Measurements

Sep 30, 2020
Mathis Hoffmann, Claudia Buerhop-Lutz, Luca Reeb, Tobias Pickel, Thilo Winkler, Bernd Doll, Tobias Würfl, Ian Marius Peters, Christoph Brabec, Andreas Maier, Vincent Christlein


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Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging

Nov 19, 2019
Bernhard Stimpel, Christopher Syben, Tobias Würfl, Katharina Breininger, Philipp Hoelter, Arnd Dörfler, Andreas Maier


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The TCGA Meta-Dataset Clinical Benchmark

Oct 18, 2019
Mandana Samiei, Tobias Würfl, Tristan Deleu, Martin Weiss, Francis Dutil, Thomas Fevens, Geneviève Boucher, Sebastien Lemieux, Joseph Paul Cohen

* 5 Pages, Submitted to MLCB 2019 

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Torchmeta: A Meta-Learning library for PyTorch

Sep 14, 2019
Tristan Deleu, Tobias Würfl, Mandana Samiei, Joseph Paul Cohen, Yoshua Bengio


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Learning with Known Operators reduces Maximum Training Error Bounds

Jul 03, 2019
Andreas K. Maier, Christopher Syben, Bernhard Stimpel, Tobias Würfl, Mathis Hoffmann, Frank Schebesch, Weilin Fu, Leonid Mill, Lasse Kling, Silke Christiansen

* Paper conditionally accepted in Nature Machine Intelligence 

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Deriving Neural Network Architectures using Precision Learning: Parallel-to-fan beam Conversion

Oct 23, 2018
Christopher Syben, Bernhard Stimpel, Jonathan Lommen, Tobias Würfl, Arnd Dörfler, Andreas Maier

* Inproceedings GCPR 2018 

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Precision Learning: Towards Use of Known Operators in Neural Networks

Oct 12, 2018
Andreas Maier, Frank Schebesch, Christopher Syben, Tobias Würfl, Stefan Steidl, Jang-Hwan Choi, Rebecca Fahrig

* A. Maier, F. Schebesch, C. Syben, T. W\"urfl, S. Steidl, J.-H. Choi, R. Fahrig, Precision Learning: Towards Use of Known Operators in Neural Networks, in: 24rd International Conference on Pattern Recognition (ICPR), 2018, pp. 183-188 
* accepted on ICPR 2018 

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Towards Arbitrary Noise Augmentation - Deep Learning for Sampling from Arbitrary Probability Distributions

Jul 10, 2018
Felix Horger, Tobias Würfl, Vincent Christlein, Andreas Maier


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Precision Learning: Reconstruction Filter Kernel Discretization

Jul 09, 2018
Christopher Syben, Bernhard Stimpel, Katharina Breininger, Tobias Würfl, Rebecca Fahrig, Arnd Dörfler, Andreas Maier

* Accepted at The Fifth International Conference on Image Formation in X-Ray Computed Tomography 

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Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction

Jun 28, 2018
Maximilian Seitzer, Guang Yang, Jo Schlemper, Ozan Oktay, Tobias Würfl, Vincent Christlein, Tom Wong, Raad Mohiaddin, David Firmin, Jennifer Keegan, Daniel Rueckert, Andreas Maier

* To be published at MICCAI 2018 

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Projection image-to-image translation in hybrid X-ray/MR imaging

Apr 11, 2018
Bernhard Stimpel, Christopher Syben, Tobias Würfl, Katharina Breininger, Katrin Mentl, Jonathan Lommen, Arnd Dörfler, Andreas Maier

* Submitted to MIDL 2018 Conference 

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MR to X-Ray Projection Image Synthesis

Apr 03, 2018
Bernhard Stimpel, Christopher Syben, Tobias Würfl, Katrin Mentl, Arnd Dörfler, Andreas Maier

* In Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography 

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Frangi-Net: A Neural Network Approach to Vessel Segmentation

Nov 09, 2017
Weilin Fu, Katharina Breininger, Tobias Würfl, Nishant Ravikumar, Roman Schaffert, Andreas Maier


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