Tobias Hepp

According to our database, Tobias Hepp authored at least 23 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Self-supervised contrastive learning with random walks for medical image segmentation with limited annotations.

Marc Fischer, Tobias Hepp, Sergios Gatidis, Bin Yang

Comput. Medical Imaging Graph., March, 2023

2022

Adaptive step-length selection in gradient boosting for Gaussian location and scale models.

Boyao Zhang, Tobias Hepp, Sonja Greven, Elisabeth Bergherr

Comput. Stat., 2022

Mixture density networks for the indirect estimation of reference intervals.

Tobias Hepp, Jakob Zierk, Manfred Rauh, Markus Metzler, Sarem Seitz

BMC Bioinform., 2022

2021

Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation.

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang

IEEE Trans. Medical Imaging, 2021

Overcoming barriers to data sharing with medical image generation: a comprehensive evaluation.

August DuMont Schütte, Jürgen Hetzel, Sergios Gatidis, Tobias Hepp, Benedikt Dietz, Stefan Bauer, Patrick Schwab

npj Digit. Medicine, 2021

Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study.

Tobias Hepp, Dominik Blum, Karim Armanious, Bernhard Schölkopf, Darko Stern, Bin Yang, Sergios Gatidis

Comput. Medical Imaging Graph., 2021

Uncertainty-Guided Progressive GANs for Medical Image Translation.

Uddeshya Upadhyay, Yanbei Chen, Tobias Hepp, Sergios Gatidis, Zeynep Akata

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

Uncertainty-Based Biological Age Estimation of Brain MRI Scans.

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang

Proceedings of the IEEE International Conference on Acoustics, 2021

Conditional De-Identification of 3D Magnetic Resonance Images.

Lennart Alexander Van der Goten, Tobias Hepp, Zeynep Akata, Kevin Smith

Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020

Age-Net: An MRI-Based Iterative Framework for Biological Age Estimation.

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Shashank Salian, Thomas Küstner, Daniel Weiskopf, Tobias Hepp, Sergios Gatidis, Bin Yang

CoRR, 2020

Fully Automated and Standardized Segmentation of Adipose Tissue Compartments by Deep Learning in Three-dimensional Whole-body MRI of Epidemiological Cohort Studies.

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

CoRR, 2020

MedGAN: Medical image translation using GANs.

Karim Armanious, Chenming Jiang, Marc Fischer, Thomas Küstner, Tobias Hepp, Konstantin Nikolaou, Sergios Gatidis, Bin Yang

Comput. Medical Imaging Graph., 2020

Latent class distributional regression for the estimation of non-linear reference limits from contaminated data sources.

Tobias Hepp, Jakob Zierk, Manfred Rauh, Markus Metzler, Andreas Mayr

BMC Bioinform., 2020

ipA-MedGAN: Inpainting of Arbitrary Regions in Medical Imaging.

Karim Armanious, Vijeth Kumar, Sherif Abdulatif, Tobias Hepp, Sergios Gatidis, Bin Yang

Proceedings of the IEEE International Conference on Image Processing, 2020

Organ-Based Chronological Age Estimation Based on 3D MRI Scans.

Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang

Proceedings of the 28th European Signal Processing Conference, 2020

2019

Texturanalyse und maschinelles Lernen in der onkologischen Bildgebung - klinische und technische Anwendungen.

Tobias Hepp

PhD thesis, 2019

Erweiterung inferenzstatistischer Fähigkeiten modellbasierter Gradient-Boosting Algorithmen (Extending the inferential capabilities of model-based gradient boosting algorithms)

Tobias Hepp

PhD thesis, 2019

ipA-MedGAN: Inpainting of Arbitrarily Regions in Medical Modalities.

Karim Armanious, Vijeth Kumar, Sherif Abdulatif, Tobias Hepp, Sergios Gatidis, Bin Yang

CoRR, 2019

Organ-based Age Estimation based on 3D MRI Scans.

Karim Armanious, Sherif Abdulatif, Anish Rao Bhaktharaguttu, Thomas Küstner, Tobias Hepp, Sergios Gatidis, Bin Yang

CoRR, 2019

2018

Corrigendum to "Probing for Sparse and Fast Variable Selection with Model-Based Boosting".

Janek Thomas, Tobias Hepp, Andreas Mayr, Bernd Bischl

Comput. Math. Methods Medicine, 2018

ImFEATbox: a toolbox for extraction and analysis of medical image features.

Annika Liebgott, Thomas Küstner, Heiko Strohmeier, Tobias Hepp, Philipp Mangold, Petros Martirosian, Fabian Bamberg, Konstantin Nikolaou, Bin Yang, Sergios Gatidis

Int. J. Comput. Assist. Radiol. Surg., 2018

2017

Probing for Sparse and Fast Variable Selection with Model-Based Boosting.

Janek Thomas, Tobias Hepp, Andreas Mayr, Bernd Bischl

Comput. Math. Methods Medicine, 2017

An Update on Statistical Boosting in Biomedicine.

Andreas Mayr, Benjamin Hofner, Elisabeth Waldmann, Tobias Hepp, Sebastian Meyer, Olaf Gefeller

Comput. Math. Methods Medicine, 2017