Publications

WARNING: All material on this website, including papers, text, figures, and graphics is covered by Copyright © unless otherwise stated. You may browse them at your convenience (in the same spirit as you may read a journal or a proceeding article in a public library). Retrieving, copying, or distributing these files, however, may violate the copyright protection law. We recommend that the user abides international law in accessing this directory.

2019 (4 Publications, Talks and Patents)

Journal Articles

Maier, Andreas; Syben, Christopher; Stimpel, Bernhard; Würfl, Tobias; Hoffmann, Mathis; Schebesch, Frank; Fu, Weilin; Mill, Leonid; Kling, Lasse; Christiansen, Silke

Learning with known operators reduces maximum error bounds

Nature Machine Intelligence, vol. 2019, no. 1, pp. 373-380, 2019 (BiBTeX, Who cited this?)

Articles in Conference Proceedings

Deniz Neufeld; Würfl, Tobias; Roland Gruber

Realistic Image Synthesis of Imperfect Specimens using Generative Networks

Proceedings of the 9th Conference on Industrial Computed Tomography (iCT 2019) (9th Conference on Industrial Computed Tomography (iCT 2019)), Padova, 13.-15.02.2019, pp. 1-6, 2019 (BiBTeX, Who cited this?)

Stimpel, Bernhard; Syben, Christopher; Würfl, Tobias; Breininger, Katharina; Lommen, Jonathan; Dörfler, Arnd; Maier, Andreas

Projection Image-to-Image Translation in Hybrid X-Ray/MR Imaging

Medical Imaging 2019: Image Processing (SPIE Medical Imaging 2019), San Diego, CA, USA, 15.02.-20.02.2019, vol. 10949, pp. 1-6, 2019 (BiBTeX, Who cited this?)

Aubreville, Marc; de Jesus Goncalves, Miguel; Knipfer, Christian; Oetter, Nicolai; Würfl, Tobias; Neumann, Helmut; Stelzle, Florian; Bohr, Christopher; Maier, Andreas

Transferability of Deep Learning Algorithms for Malignancy Detection in Confocal Laser Endomicroscopy Images from Different Anatomical Locations of the Upper Gastrointestinal Tract

Biomedical Engineering Systems and Technologies (BIOSTEC 2019), Madeira, Portugal, 2018, pp. 67-85, 2019 (BiBTeX, Who cited this?)

2018 (21 Publications, Talks and Patents)

Journal Articles

Würfl, Tobias; Hoffmann, Mathis; Christlein, Vincent; Breininger, Katharina; Huang, Yixing; Unberath, Mathias; Maier, Andreas

Deep Learning Computed Tomography: Learning Projection-Domain Weights from Image Domain in Limited Angle Problems

IEEE Transactions on Medical Imaging, vol. 37, no. 6, pp. 1454-1463, 2018 (BiBTeX, Who cited this?)

Articles in Conference Proceedings

Aubreville, Marc; de Jesus Goncalves, Miguel; Knipfer, Christian; Oetter, Nicolai; Würfl, Tobias; Neumann, Helmut; Stelzle, Florian; Bohr, Christopher; Maier, Andreas

Patch-based Carcinoma Detection on Confocal Laser Endomicroscopy Images - A Cross-Site Robustness Assessment

Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - Volume 2: BIOIMAGING (BIOIMAGING 2018), Funchal, Madeira, Portugal, 20.01.2018, vol. 2, pp. 27-34, 2018, ISBN 978-989-758-278-3 (BiBTeX, Who cited this?)

Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Maier, Andreas

A new calibration-free beam hardening reduction method for industrial CT

Proceedings of the 8th Conference on Industrial Computed Tomography (iCT) 2018 (8th Conference on Industrial Computed Tomography (iCT) 2018), Wels, Austria, 6.-9.02.2018, pp. tbd, 2018 (BiBTeX, Who cited this?)

Fu, Weilin; Breininger, Katharina; Schaffert, Roman; Ravikumar, Nishant; Würfl, Tobias; Fujimoto, Jim; Moult, Eric; Maier, Andreas

Frangi-Net: A Neural Network Approach to Vessel Segmentation

Bildverarbeitung für die Medizin 2018, Erlangen, 11.03.2018-13.03.2018, pp. 341-346, 2018 (BiBTeX, Who cited this?)

Hoffmann, Mathis; Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Aichert, André; Maier, Andreas

Empirical Scatter Correction using the Epipolar Consistency Condition

Proceedings of the Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting) (Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting)), Salt Lake City, USA, 20.05.2018, pp. 193-197, 2018 (BiBTeX, Who cited this?)

Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Aichert, André; Maier, Andreas

Physical Constraints for Beam Hardening Reduction using Polynomial Models

Huang, Yixing; Würfl, Tobias; Breininger, Katharina; Liu, Ling; Lauritsch, Guenter; Maier, Andreas

Some Investigations on Robustness of Deep Learning in Limited Angle Tomography

Proceedings of the 21st International Conference on Medical Image Computing & Computer Assisted Intervention (21st International Conference on Medical Image Computing & Computer Assisted Intervention), Granada, Spain, 16-20.09.2018, pp. 1-1, 2018 (BiBTeX, Who cited this?)

Aichert, André; Lesaint, Jérôme; Würfl, Tobias; Clackdoyle, Rolf; Desbat, Laurent; Maier, Andreas

Stereo Rectification for X-ray Data Consistency Conditions

Proceedings of the Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting) (Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting)), Salt Lake City, UT, United States, May 2018, pp. 198-201, 2018 (BiBTeX, Who cited this?)

Stimpel, Bernhard; Syben, Christopher; Würfl, Tobias; Mentl, Katrin; Dörfler, Arnd; Maier, Andreas

MR to X-ray Projection Image Synthesis

Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography (CT-Meeting) (The 5th International Conference on Image Formation in X-ray Computed Tomography (CT-Meeting)), Salt Lake City, UT, USA, 20.-23.05.2018, pp. 435-438, 2018 (BiBTeX, Who cited this?)

Syben, Christopher; Stimpel, Bernhard; Breininger, Katharina; Würfl, Tobias; Fahrig, Rebecca; Dörfler, Arnd; Maier, Andreas

Precision Learning: Reconstruction Filter Kernel Discretization

Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography (5th International Conference on Image Formation in X-ray Computed Tomography), Salt Lake City, Utha, USA, 20-23, pp. 386-390, 2018 (BiBTeX, Who cited this?)

Hoppe, Elisabeth; Körzdörfer, Gregor; Nitka, Mathias; Würfl, Tobias; Wetzl, Jens; Lugauer, Felix; Schneider, Manuel; Pfeuffer, Josef; Maier, Andreas

Deep Learning for Magnetic Resonance Fingerprinting: Accelerating the Reconstruction of Quantitative Relaxation Maps

Proceedings of the Joint Annual Meeting ISMRM-ESMRMB (26th Annual Meeting & Exhibition), Paris, France, 16.-21.06.2018, pp. 2791, 2018 (BiBTeX, Who cited this?)

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

Precision Learning: Towards Use of Known Operators in Neural Networks

2018 24rd International Conference on Pattern Recognition (ICPR) (24rd International Conference on Pattern Recognition (ICPR)), Beijing, China, 20.-24.08.2018, pp. 183-188, 2018 (BiBTeX, Who cited this?)

Horger, Felix; Würfl, Tobias; Christlein, Vincent; Maier, Andreas

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

Machine Learning for Medical Image Reconstruction (Machine Learning for Medical Image Reconstruction (MLMIR)), Granada, Spain, 16.09.2018, pp. 129-137, 2018, ISBN 978-3-030-00129-2 (BiBTeX, Who cited this?)

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

Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction

Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 (MICCAI 2018), Granada, Spain, 16.09.2018, pp. 232-240, 2018, ISBN 978-3-030-00928-1 (BiBTeX, Who cited this?)

Syben, Christopher; Stimpel, Bernhard; Lommen, Jonathan; Würfl, Tobias; Dörfler, Arnd; Maier, Andreas

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

Pattern Recognition, 40th German Conference (GCPR 2018), Stuttgart, 10.10.2018-12.10.2018, pp. 1-15, 2018 (BiBTeX, Who cited this?)

Breininger, Katharina; Würfl, Tobias; Kurzendorfer, Tanja; Albarqouni, Shadi; Pfister, Marcus; Kowarschik, Markus; Navab, Nassir; Maier, Andreas

Multiple Device Segmentation for Fluoroscopic Imaging Using Multi-task Learning

Intravascular Imaging and Computer Assisted Stenting and Large-Scale Annotation of Biomedical Data and Expert Label Synthesis (Joint MICCAI-Workshops on Computing and Visualization for Intravascular Imaging and Computer Assisted Stenting (CVII-STENT)), Granada, Spain, 16.09.2018, pp. 19-27, 2018 (BiBTeX, Who cited this?)

Patents

Maass, Nicole; Maier, Andreas; Würfl, Tobias

Reducing Image Artifacts

DE102017200282.4, US2018/0192985 A1 (BiBTeX, Who cited this?)

Talks

Aubreville, Marc; de Jesus Goncalves, Miguel; Knipfer, Christian; Oetter, Nicolai; Würfl, Tobias; Neumann, Helmut; Stelzle, Florian; Bohr, Christopher; Maier, Andreas

Patch-based Carcinoma Detection on Confocal Laser Endomicroscopy Images - A Cross-Site Robustness Assessment (Talk)

at INSTICC (BIOIMAGING 2018 Conference) in Funchal, Madeira, Portugal (20.01.)

Würfl, Tobias

A new calibration-free beam hardening reduction method for industrial CT (Talk)

at University of Applied Sciences Upper Austria (Conference) in Wels, Austria (08.02)

Hoppe, Elisabeth; Körzdörfer, Gregor; Nittka, Mathias; Würfl, Tobias; Wetzl, Jens; Lugauer, Felix; Schneider, Manuel; Pfeuffer, Josef; Maier, Andreas

Deep Learning for Magnetic Resonance Fingerprinting: Accelerating the Reconstruction of Quantitative Relaxation Maps (Talk)

(International Society for Magnetic Resonance in Medicine (26th Annual Meeting & Exhibition)) in Paris, France (21.06)

Breininger, Katharina; Christlein, Vincent; Würfl, Tobias; Maier, Andreas

Deep Learning: Fundamentals (Talk)

at Lehrstuhl für Mustererkennung (Bildverarbeitung für die Medizin) in Erlangen (11.03)

2017 (8 Publications, Talks and Patents)

Articles in Conference Proceedings

Christlein, Vincent; Ghesu, Florin Cristian; Würfl, Tobias; Maier, Andreas; Isensee, Fabian; Kohl, Simon; Neher, Peter; Maier-Hein, Klaus

Tutorial: Deep Learning - Advancing the State-of-the-Art in Medical Image Analysis

Bildverarbeitung für die Medizin 2017, Heidelberg, 12.03.2017, pp. 6-7, 2017, ISBN 978-3-662-54345-0 (BiBTeX, Who cited this?)

Hammernik, Kerstin; Würfl, Tobias; Pock, Thomas; Maier, Andreas

A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction

Proc. Bildverarbeitung für die Medizin (BVM) 2017 (Bildverarbeitung für die Medizin (BVM)), Heidelberg, 12.-14.03, vol. 1, pp. 92-97, 2017, ISBN 978-3-662-54344-3 (BiBTeX, Who cited this?)

Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Huang, Xiaolin; Maier, Andreas

Epipolar Consistency Guided Beam Hardening Reduction - ECC²

Proceedings of the 14th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (14th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine), Xi'an, Shaanxi, China, 18.06.2017-23.06.2017, pp. 181-185, 2017 (BiBTeX, Who cited this?)

Hoppe, Elisabeth; Körzdörfer, Gregor; Würfl, Tobias; Wetzl, Jens; Lugauer, Felix; Pfeuffer, Josef; Maier, Andreas

Deep Learning for Magnetic Resonance Fingerprinting: A New Approach for Predicting Quantitative Parameter Values from Time Series

German Medical Data Sciences: Visions and Bridges (62. Jahrestagung der GMDS), Oldenburg, 17. - 21.09.2017, vol. 243, pp. 202-206, 2017, ISBN 978-1-61499-807-5 (BiBTeX, Who cited this?)

Talks

Würfl, Tobias

Epipolar Consistency Condition and Beam Hardening correction (Talk)

at Université Joseph Fourier, UFR IMA TIMC-IMAG (DROITE workshop on tomography: mathematics and applications.) in Grenoble (26.01)

Christlein, Vincent; Ghesu, Florin Cristian; Maier, Andreas; Würfl, Tobias; Isensee, Fabian; Maier-Hein, Klaus; Neher, Peter; Kohl, Simon

Deep Learning: Advancing the State-of-the-Art in Medical Image Analysis (Talk)

at Deutsches Krebsforschungszentrum in der Helmholtz-Gemeinschaft (Bildverarbeitung für die Medizin 2007) in Heidelberg (12.03)

Würfl, Tobias

Deep Learning (Talk)

at Siemens (HC P IM IT Workshop) in Bamberg (21.03)

Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Huang, Xiaolin; Maier, Andreas

Epipolar Consistency Guided Beam Hardening Reduction - ECC² (Talk)

at Xi'an, Jiaotong University (The 14th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine) in Xi'an, Shaanxi, China (20.06)

2016 (2 Publications, Talks and Patents)

Journal Articles

Sedlmayr, Martin; Würfl, Tobias; Maier, Christian; Häberle, Lothar; Fasching, Peter Andreas; Prokosch, Hans-Ulrich; Christoph, Jan

Optimizing R with SparkR on a commodity cluster for biomedical research

Computer Methods and Programs in Biomedicine, vol. 137, no. 1, pp. 321-328, 2016 (BiBTeX, Who cited this?)

Articles in Conference Proceedings

Würfl, Tobias; Ghesu, Florin Cristian; Christlein, Vincent; Maier, Andreas

Deep Learning Computed Tomography

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016 (19th International Conference on Medical Image Computing & Computer-Assisted Intervention), Athen, 17-21.10.2016, vol. 3, pp. 432-440, 2016 (BiBTeX, Who cited this?)

Contact

Address

Tobias Würfl M. Sc.

Researcher in the Precision Learning (PL) group at the Pattern Recognition Lab of the Friedrich-Alexander-Universität Erlangen-Nürnberg

Publications



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Department of Computer Science 5 Our Team Würfl, Tobias Projects Lectures Publications Theses Curriculum Vitae Research Publications Free Software Data Courses Curriculum Theses Press Releases Cooperations Open Positions LME Videos Ph.D. Gallery Contact Intranet Impressum Datenschutzerklärung Contact +49 9131 85 27799 +49 9131 85 27270 10.136 Address Universität Erlangen-Nürnberg Chair of Computer Science 5 (Pattern Recognition) Martensstr. 3 91058 Erlangen Germany Driving directions Powered by	Dept. of Computer Sc. » Pattern Recognition » Our Team » Würfl, Tobias » Publications Tobias Würfl M. Sc. Researcher in the Precision Learning (PL) group at the Pattern Recognition Lab of the Friedrich-Alexander-Universität Erlangen-Nürnberg Improve image quality in CT with new calibration-free algorithms Publications WARNING: All material on this website, including papers, text, figures, and graphics is covered by Copyright © unless otherwise stated. You may browse them at your convenience (in the same spirit as you may read a journal or a proceeding article in a public library). Retrieving, copying, or distributing these files, however, may violate the copyright protection law. We recommend that the user abides international law in accessing this directory. 2019 (4 Publications, Talks and Patents) Journal Articles Maier, Andreas; Syben, Christopher; Stimpel, Bernhard; Würfl, Tobias; Hoffmann, Mathis; Schebesch, Frank; Fu, Weilin; Mill, Leonid; Kling, Lasse; Christiansen, Silke Learning with known operators reduces maximum error bounds Nature Machine Intelligence, vol. 2019, no. 1, pp. 373-380, 2019 (BiBTeX, Who cited this?) Articles in Conference Proceedings Deniz Neufeld; Würfl, Tobias; Roland Gruber Realistic Image Synthesis of Imperfect Specimens using Generative Networks Proceedings of the 9th Conference on Industrial Computed Tomography (iCT 2019) (9th Conference on Industrial Computed Tomography (iCT 2019)), Padova, 13.-15.02.2019, pp. 1-6, 2019 (BiBTeX, Who cited this?) Stimpel, Bernhard; Syben, Christopher; Würfl, Tobias; Breininger, Katharina; Lommen, Jonathan; Dörfler, Arnd; Maier, Andreas Projection Image-to-Image Translation in Hybrid X-Ray/MR Imaging Medical Imaging 2019: Image Processing (SPIE Medical Imaging 2019), San Diego, CA, USA, 15.02.-20.02.2019, vol. 10949, pp. 1-6, 2019 (BiBTeX, Who cited this?) Aubreville, Marc; de Jesus Goncalves, Miguel; Knipfer, Christian; Oetter, Nicolai; Würfl, Tobias; Neumann, Helmut; Stelzle, Florian; Bohr, Christopher; Maier, Andreas Transferability of Deep Learning Algorithms for Malignancy Detection in Confocal Laser Endomicroscopy Images from Different Anatomical Locations of the Upper Gastrointestinal Tract Biomedical Engineering Systems and Technologies (BIOSTEC 2019), Madeira, Portugal, 2018, pp. 67-85, 2019 (BiBTeX, Who cited this?) 2018 (21 Publications, Talks and Patents) Journal Articles Würfl, Tobias; Hoffmann, Mathis; Christlein, Vincent; Breininger, Katharina; Huang, Yixing; Unberath, Mathias; Maier, Andreas Deep Learning Computed Tomography: Learning Projection-Domain Weights from Image Domain in Limited Angle Problems IEEE Transactions on Medical Imaging, vol. 37, no. 6, pp. 1454-1463, 2018 (BiBTeX, Who cited this?) Articles in Conference Proceedings Aubreville, Marc; de Jesus Goncalves, Miguel; Knipfer, Christian; Oetter, Nicolai; Würfl, Tobias; Neumann, Helmut; Stelzle, Florian; Bohr, Christopher; Maier, Andreas Patch-based Carcinoma Detection on Confocal Laser Endomicroscopy Images - A Cross-Site Robustness Assessment Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - Volume 2: BIOIMAGING (BIOIMAGING 2018), Funchal, Madeira, Portugal, 20.01.2018, vol. 2, pp. 27-34, 2018, ISBN 978-989-758-278-3 (BiBTeX, Who cited this?) Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Maier, Andreas A new calibration-free beam hardening reduction method for industrial CT Proceedings of the 8th Conference on Industrial Computed Tomography (iCT) 2018 (8th Conference on Industrial Computed Tomography (iCT) 2018), Wels, Austria, 6.-9.02.2018, pp. tbd, 2018 (BiBTeX, Who cited this?) Fu, Weilin; Breininger, Katharina; Schaffert, Roman; Ravikumar, Nishant; Würfl, Tobias; Fujimoto, Jim; Moult, Eric; Maier, Andreas Frangi-Net: A Neural Network Approach to Vessel Segmentation Bildverarbeitung für die Medizin 2018, Erlangen, 11.03.2018-13.03.2018, pp. 341-346, 2018 (BiBTeX, Who cited this?) Hoffmann, Mathis; Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Aichert, André; Maier, Andreas Empirical Scatter Correction using the Epipolar Consistency Condition Proceedings of the Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting) (Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting)), Salt Lake City, USA, 20.05.2018, pp. 193-197, 2018 (BiBTeX, Who cited this?) Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Aichert, André; Maier, Andreas Physical Constraints for Beam Hardening Reduction using Polynomial Models Proceedings of the Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting) (Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting)), Salt Lake City, USA, 20.05.2018, pp. 356-359, 2018 (BiBTeX, Who cited this?) Huang, Yixing; Würfl, Tobias; Breininger, Katharina; Liu, Ling; Lauritsch, Guenter; Maier, Andreas Some Investigations on Robustness of Deep Learning in Limited Angle Tomography Proceedings of the 21st International Conference on Medical Image Computing & Computer Assisted Intervention (21st International Conference on Medical Image Computing & Computer Assisted Intervention), Granada, Spain, 16-20.09.2018, pp. 1-1, 2018 (BiBTeX, Who cited this?) Aichert, André; Lesaint, Jérôme; Würfl, Tobias; Clackdoyle, Rolf; Desbat, Laurent; Maier, Andreas Stereo Rectification for X-ray Data Consistency Conditions Proceedings of the Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting) (Fifth International Conference on Image Formation in X-Ray Computed Tomography (CT-Meeting)), Salt Lake City, UT, United States, May 2018, pp. 198-201, 2018 (BiBTeX, Who cited this?) Stimpel, Bernhard; Syben, Christopher; Würfl, Tobias; Mentl, Katrin; Dörfler, Arnd; Maier, Andreas MR to X-ray Projection Image Synthesis Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography (CT-Meeting) (The 5th International Conference on Image Formation in X-ray Computed Tomography (CT-Meeting)), Salt Lake City, UT, USA, 20.-23.05.2018, pp. 435-438, 2018 (BiBTeX, Who cited this?) Syben, Christopher; Stimpel, Bernhard; Breininger, Katharina; Würfl, Tobias; Fahrig, Rebecca; Dörfler, Arnd; Maier, Andreas Precision Learning: Reconstruction Filter Kernel Discretization Proceedings of the 5th International Conference on Image Formation in X-ray Computed Tomography (5th International Conference on Image Formation in X-ray Computed Tomography), Salt Lake City, Utha, USA, 20-23, pp. 386-390, 2018 (BiBTeX, Who cited this?) Hoppe, Elisabeth; Körzdörfer, Gregor; Nitka, Mathias; Würfl, Tobias; Wetzl, Jens; Lugauer, Felix; Schneider, Manuel; Pfeuffer, Josef; Maier, Andreas Deep Learning for Magnetic Resonance Fingerprinting: Accelerating the Reconstruction of Quantitative Relaxation Maps Proceedings of the Joint Annual Meeting ISMRM-ESMRMB (26th Annual Meeting & Exhibition), Paris, France, 16.-21.06.2018, pp. 2791, 2018 (BiBTeX, Who cited this?) Maier, Andreas; Schebesch, Frank; Syben, Christopher; Würfl, Tobias; Steidl, Stefan; Choi, Jang-Hwan; Fahrig, Rebecca Precision Learning: Towards Use of Known Operators in Neural Networks 2018 24rd International Conference on Pattern Recognition (ICPR) (24rd International Conference on Pattern Recognition (ICPR)), Beijing, China, 20.-24.08.2018, pp. 183-188, 2018 (BiBTeX, Who cited this?) Horger, Felix; Würfl, Tobias; Christlein, Vincent; Maier, Andreas Towards Arbitrary Noise Augmentation---Deep Learning for Sampling from Arbitrary Probability Distributions Machine Learning for Medical Image Reconstruction (Machine Learning for Medical Image Reconstruction (MLMIR)), Granada, Spain, 16.09.2018, pp. 129-137, 2018, ISBN 978-3-030-00129-2 (BiBTeX, Who cited this?) Seitzer, Maximilian; Yang, Guang; Schlemper, Jo; Oktay, Ozan; Würfl, Tobias; Christlein, Vincent; Wong, Tom; Mohiaddin, Raad; Firmin, David; Keegan, Jennifer; Rueckert, Daniel; Maier, Andreas Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 (MICCAI 2018), Granada, Spain, 16.09.2018, pp. 232-240, 2018, ISBN 978-3-030-00928-1 (BiBTeX, Who cited this?) Syben, Christopher; Stimpel, Bernhard; Lommen, Jonathan; Würfl, Tobias; Dörfler, Arnd; Maier, Andreas Deriving Neural Network Architectures using Precision Learning: Parallel-to-fan beam Conversion Pattern Recognition, 40th German Conference (GCPR 2018), Stuttgart, 10.10.2018-12.10.2018, pp. 1-15, 2018 (BiBTeX, Who cited this?) Breininger, Katharina; Würfl, Tobias; Kurzendorfer, Tanja; Albarqouni, Shadi; Pfister, Marcus; Kowarschik, Markus; Navab, Nassir; Maier, Andreas Multiple Device Segmentation for Fluoroscopic Imaging Using Multi-task Learning Intravascular Imaging and Computer Assisted Stenting and Large-Scale Annotation of Biomedical Data and Expert Label Synthesis (Joint MICCAI-Workshops on Computing and Visualization for Intravascular Imaging and Computer Assisted Stenting (CVII-STENT)), Granada, Spain, 16.09.2018, pp. 19-27, 2018 (BiBTeX, Who cited this?) Patents Maass, Nicole; Maier, Andreas; Würfl, Tobias Reducing Image Artifacts DE102017200282.4, US2018/0192985 A1 (BiBTeX, Who cited this?) Talks Aubreville, Marc; de Jesus Goncalves, Miguel; Knipfer, Christian; Oetter, Nicolai; Würfl, Tobias; Neumann, Helmut; Stelzle, Florian; Bohr, Christopher; Maier, Andreas Patch-based Carcinoma Detection on Confocal Laser Endomicroscopy Images - A Cross-Site Robustness Assessment (Talk) at INSTICC (BIOIMAGING 2018 Conference) in Funchal, Madeira, Portugal (20.01.) Würfl, Tobias A new calibration-free beam hardening reduction method for industrial CT (Talk) at University of Applied Sciences Upper Austria (Conference) in Wels, Austria (08.02) Hoppe, Elisabeth; Körzdörfer, Gregor; Nittka, Mathias; Würfl, Tobias; Wetzl, Jens; Lugauer, Felix; Schneider, Manuel; Pfeuffer, Josef; Maier, Andreas Deep Learning for Magnetic Resonance Fingerprinting: Accelerating the Reconstruction of Quantitative Relaxation Maps (Talk) (International Society for Magnetic Resonance in Medicine (26th Annual Meeting & Exhibition)) in Paris, France (21.06) Breininger, Katharina; Christlein, Vincent; Würfl, Tobias; Maier, Andreas Deep Learning: Fundamentals (Talk) at Lehrstuhl für Mustererkennung (Bildverarbeitung für die Medizin) in Erlangen (11.03) 2017 (8 Publications, Talks and Patents) Articles in Conference Proceedings Christlein, Vincent; Ghesu, Florin Cristian; Würfl, Tobias; Maier, Andreas; Isensee, Fabian; Kohl, Simon; Neher, Peter; Maier-Hein, Klaus Tutorial: Deep Learning - Advancing the State-of-the-Art in Medical Image Analysis Bildverarbeitung für die Medizin 2017, Heidelberg, 12.03.2017, pp. 6-7, 2017, ISBN 978-3-662-54345-0 (BiBTeX, Who cited this?) Hammernik, Kerstin; Würfl, Tobias; Pock, Thomas; Maier, Andreas A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction Proc. Bildverarbeitung für die Medizin (BVM) 2017 (Bildverarbeitung für die Medizin (BVM)), Heidelberg, 12.-14.03, vol. 1, pp. 92-97, 2017, ISBN 978-3-662-54344-3 (BiBTeX, Who cited this?) Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Huang, Xiaolin; Maier, Andreas Epipolar Consistency Guided Beam Hardening Reduction - ECC² Proceedings of the 14th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (14th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine), Xi'an, Shaanxi, China, 18.06.2017-23.06.2017, pp. 181-185, 2017 (BiBTeX, Who cited this?) Hoppe, Elisabeth; Körzdörfer, Gregor; Würfl, Tobias; Wetzl, Jens; Lugauer, Felix; Pfeuffer, Josef; Maier, Andreas Deep Learning for Magnetic Resonance Fingerprinting: A New Approach for Predicting Quantitative Parameter Values from Time Series German Medical Data Sciences: Visions and Bridges (62. Jahrestagung der GMDS), Oldenburg, 17. - 21.09.2017, vol. 243, pp. 202-206, 2017, ISBN 978-1-61499-807-5 (BiBTeX, Who cited this?) Talks Würfl, Tobias Epipolar Consistency Condition and Beam Hardening correction (Talk) at Université Joseph Fourier, UFR IMA TIMC-IMAG (DROITE workshop on tomography: mathematics and applications.) in Grenoble (26.01) Christlein, Vincent; Ghesu, Florin Cristian; Maier, Andreas; Würfl, Tobias; Isensee, Fabian; Maier-Hein, Klaus; Neher, Peter; Kohl, Simon Deep Learning: Advancing the State-of-the-Art in Medical Image Analysis (Talk) at Deutsches Krebsforschungszentrum in der Helmholtz-Gemeinschaft (Bildverarbeitung für die Medizin 2007) in Heidelberg (12.03) Würfl, Tobias Deep Learning (Talk) at Siemens (HC P IM IT Workshop) in Bamberg (21.03) Würfl, Tobias; Maaß, Nicole; Dennerlein, Frank; Huang, Xiaolin; Maier, Andreas Epipolar Consistency Guided Beam Hardening Reduction - ECC² (Talk) at Xi'an, Jiaotong University (The 14th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine) in Xi'an, Shaanxi, China (20.06) 2016 (2 Publications, Talks and Patents) Journal Articles Sedlmayr, Martin; Würfl, Tobias; Maier, Christian; Häberle, Lothar; Fasching, Peter Andreas; Prokosch, Hans-Ulrich; Christoph, Jan Optimizing R with SparkR on a commodity cluster for biomedical research Computer Methods and Programs in Biomedicine, vol. 137, no. 1, pp. 321-328, 2016 (BiBTeX, Who cited this?) Articles in Conference Proceedings Würfl, Tobias; Ghesu, Florin Cristian; Christlein, Vincent; Maier, Andreas Deep Learning Computed Tomography Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016 (19th International Conference on Medical Image Computing & Computer-Assisted Intervention), Athen, 17-21.10.2016, vol. 3, pp. 432-440, 2016 (BiBTeX, Who cited this?)