Tobias Hepp

ORCID

Publication Activity (10 Years)

Years Active: 2017-2023
Publications (10 Years): 25

Top Venues

CoRR

Comput. Math. Methods Medicine

Comput. Medical Imaging Graph.

BMC Bioinform.

University of Tübingen, Germany (PHD)

Education History

University of Tübingen, Germany

PHD

Publications

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 (2023)
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) (2022)
Tobias Hepp, Jakob Zierk, Manfred Rauh, Markus Metzler, Sarem Seitz
Mixture density networks for the indirect estimation of reference intervals. BMC Bioinform. 23 (1) (2022)
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) (2021)
Uddeshya Upadhyay, Yanbei Chen, Tobias Hepp, Sergios Gatidis, Zeynep Akata
Uncertainty-Guided Progressive GANs for Medical Image Translation. MICCAI (3) (2021)
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang
Uncertainty-Based Biological Age Estimation of Brain MRI Scans. ICASSP (2021)
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)
Lennart Alexander Van der Goten, Tobias Hepp, Zeynep Akata, Kevin Smith
Conditional De-Identification of 3D Magnetic Resonance Images. CoRR (2021)
Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang
Uncertainty-Based Biological Age Estimation of Brain MRI Scans. CoRR (2021)
Lennart Alexander Van der Goten, Tobias Hepp, Zeynep Akata, Kevin Smith
Conditional De-Identification of 3D Magnetic Resonance Images. BMVC (2021)
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 (2021)
Uddeshya Upadhyay, Yanbei Chen, Tobias Hepp, Sergios Gatidis, Zeynep Akata
Uncertainty-Guided Progressive GANs for Medical Image Translation. CoRR (2021)
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 (2020)
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)
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) (2020)
Karim Armanious, Vijeth Kumar, Sherif Abdulatif, Tobias Hepp, Sergios Gatidis, Bin Yang
ipA-MedGAN: Inpainting of Arbitrary Regions in Medical Imaging. ICIP (2020)
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 (2020)
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 (2020)
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 (2020)
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 (2019)
Karim Armanious, Vijeth Kumar, Sherif Abdulatif, Tobias Hepp, Sergios Gatidis, Bin Yang
ipA-MedGAN: Inpainting of Arbitrarily Regions in Medical Modalities. CoRR (2019)
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) (2018)
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 (2018)
Andreas Mayr, Benjamin Hofner, Elisabeth Waldmann, Tobias Hepp, Sebastian Meyer, Olaf Gefeller
An Update on Statistical Boosting in Biomedicine. Comput. Math. Methods Medicine 2017 (2017)
Janek Thomas, Tobias Hepp, Andreas Mayr, Bernd Bischl
Probing for Sparse and Fast Variable Selection with Model-Based Boosting. Comput. Math. Methods Medicine 2017 (2017)

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Publication Activity (10 Years)

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Tobias Hepp