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Tobias Hepp
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2020 – today
- 2023
- [j12]Marc Fischer, Tobias Hepp, Sergios Gatidis, Bin Yang:
Self-supervised contrastive learning with random walks for medical image segmentation with limited annotations. Comput. Medical Imaging Graph. 104: 102174 (2023) - 2022
- [j11]Tobias Hepp, Jakob Zierk, Manfred Rauh, Markus Metzler, Sarem Seitz:
Mixture density networks for the indirect estimation of reference intervals. BMC Bioinform. 23(1): 307 (2022) - [j10]Boyao Zhang, Tobias Hepp, Sonja Greven, Elisabeth Bergherr:
Adaptive step-length selection in gradient boosting for Gaussian location and scale models. Comput. Stat. 37(5): 2295-2332 (2022) - 2021
- [j9]Tobias Hepp, Dominik Blum, Karim Armanious, Bernhard Schölkopf, Darko Stern, Bin Yang, Sergios Gatidis:
Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study. Comput. Medical Imaging Graph. 92: 101967 (2021) - [j8]August DuMont Schütte, Jürgen Hetzel, Sergios Gatidis, Tobias Hepp, Benedikt Dietz, Stefan Bauer, Patrick Schwab:
Overcoming barriers to data sharing with medical image generation: a comprehensive evaluation. npj Digit. Medicine 4 (2021) - [j7]Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang:
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation. IEEE Trans. Medical Imaging 40(7): 1778-1791 (2021) - [c5]Lennart Alexander Van der Goten, Tobias Hepp, Zeynep Akata, Kevin Smith:
Conditional De-Identification of 3D Magnetic Resonance Images. BMVC 2021: 86 - [c4]Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang:
Uncertainty-Based Biological Age Estimation of Brain MRI Scans. ICASSP 2021: 1100-1104 - [c3]Uddeshya Upadhyay, Yanbei Chen, Tobias Hepp, Sergios Gatidis, Zeynep Akata:
Uncertainty-Guided Progressive GANs for Medical Image Translation. MICCAI (3) 2021: 614-624 - [i8]Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang:
Uncertainty-Based Biological Age Estimation of Brain MRI Scans. CoRR abs/2103.08491 (2021) - [i7]Uddeshya Upadhyay, Yanbei Chen, Tobias Hepp, Sergios Gatidis, Zeynep Akata:
Uncertainty-Guided Progressive GANs for Medical Image Translation. CoRR abs/2106.15542 (2021) - [i6]Lennart Alexander Van der Goten, Tobias Hepp, Zeynep Akata, Kevin Smith:
Conditional De-Identification of 3D Magnetic Resonance Images. CoRR abs/2110.09927 (2021) - 2020
- [j6]Tobias Hepp, Jakob Zierk, Manfred Rauh, Markus Metzler, Andreas Mayr:
Latent class distributional regression for the estimation of non-linear reference limits from contaminated data sources. BMC Bioinform. 21(1): 524 (2020) - [j5]Karim Armanious, Chenming Jiang, Marc Fischer, Thomas Küstner, Tobias Hepp, Konstantin Nikolaou, Sergios Gatidis, Bin Yang:
MedGAN: Medical image translation using GANs. Comput. Medical Imaging Graph. 79: 101684 (2020) - [c2]Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang:
Organ-Based Chronological Age Estimation Based on 3D MRI Scans. EUSIPCO 2020: 1225-1228 - [c1]Karim Armanious, Vijeth Kumar, Sherif Abdulatif, Tobias Hepp, Sergios Gatidis, Bin Yang:
ipA-MedGAN: Inpainting of Arbitrary Regions in Medical Imaging. ICIP 2020: 3005-3009 - [i5]Thomas Küstner, Tobias Hepp, Marc Fischer, Martin Schwartz, Andreas Fritsche, Hans-Ulrich Häring, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick, Sergios Gatidis, Jürgen Machann:
Fully Automated and Standardized Segmentation of Adipose Tissue Compartments by Deep Learning in Three-dimensional Whole-body MRI of Epidemiological Cohort Studies. CoRR abs/2008.02251 (2020) - [i4]Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang:
Age-Net: An MRI-Based Iterative Framework for Biological Age Estimation. CoRR abs/2009.10765 (2020) - [i3]August DuMont Schütte, Jürgen Hetzel, Sergios Gatidis, Tobias Hepp, Benedikt Dietz, Stefan Bauer, Patrick Schwab:
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive Evaluation. CoRR abs/2012.03769 (2020)
2010 – 2019
- 2019
- [b2]Tobias Hepp:
Erweiterung inferenzstatistischer Fähigkeiten modellbasierter Gradient-Boosting Algorithmen (Extending the inferential capabilities of model-based gradient boosting algorithms). University of Erlangen-Nuremberg, Germany, 2019 - [b1]Tobias Hepp:
Texturanalyse und maschinelles Lernen in der onkologischen Bildgebung - klinische und technische Anwendungen. University of Tübingen, Germany, 2019, pp. 1-131 - [i2]Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang:
Organ-based Age Estimation based on 3D MRI Scans. CoRR abs/1910.06271 (2019) - [i1]Karim Armanious, Vijeth Kumar, Sherif Abdulatif, Tobias Hepp, Sergios Gatidis, Bin Yang:
ipA-MedGAN: Inpainting of Arbitrarily Regions in Medical Modalities. CoRR abs/1910.09230 (2019) - 2018
- [j4]Annika Liebgott, Thomas Küstner, Heiko Strohmeier, Tobias Hepp, Philipp Mangold, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Bin Yang, Sergios Gatidis:
ImFEATbox: a toolbox for extraction and analysis of medical image features. Int. J. Comput. Assist. Radiol. Surg. 13(12): 1881-1893 (2018) - [j3]Janek Thomas, Tobias Hepp, Andreas Mayr, Bernd Bischl:
Corrigendum to "Probing for Sparse and Fast Variable Selection with Model-Based Boosting". Comput. Math. Methods Medicine 2018: 2430438:1 (2018) - 2017
- [j2]Janek Thomas, Tobias Hepp, Andreas Mayr, Bernd Bischl:
Probing for Sparse and Fast Variable Selection with Model-Based Boosting. Comput. Math. Methods Medicine 2017: 1421409:1-1421409:8 (2017) - [j1]Andreas Mayr, Benjamin Hofner, Elisabeth Waldmann, Tobias Hepp, Sebastian Meyer, Olaf Gefeller:
An Update on Statistical Boosting in Biomedicine. Comput. Math. Methods Medicine 2017: 6083072:1-6083072:12 (2017)
Coauthor Index
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