Patient Surface Model and Internal Anatomical Landmarks Embedding. - Xia Zhong; Norbert Strobel; Annette Birkhold; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Bildverarbeitung für die Medizin, 2018)

Robust Blood Flow Velocity Estimation from 3D Rotational Angiography. - Marco Bögel; Sonja Gehrisch; Thomas Redel; Christopher Rohkohl; Annette Birkhold; Philip Hoelter; Arnd Doerfler; Andreas K. Maier; Markus Kowarschik (ICIP, 2018)

Resolve Intraoperative Brain Shift as Imitation Game. - Xia Zhong; Siming Bayer; Nishant Ravikumar; Norbert Strobel; Annette Birkhold; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (POCUS/BIVPCS/CuRIOUS/CPM@MICCAI, 2018)

Action Learning for 3D Point Cloud Based Organ Segmentation. - Xia Zhong; Mario Amrehn; Nishant Ravikumar; Shuqing Chen; Norbert Strobel; Annette Birkhold; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (CoRR, 2018)

Effects of Tissue Material Properties on X-Ray Image, Scatter and Patient Dose A Monte Carlo Simulation. - Philipp Roser; Annette Birkhold; Xia Zhong; Elizaveta Stepina; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Bildverarbeitung für die Medizin, 2019)

Pediatric Patient Surface Model Atlas Generation and X-Ray Skin Dose Estimation. - Xia Zhong; Philipp Roser; Siming Bayer; Nishant Ravikumar; Norbert Strobel; Annette Birkhold; Tim Horz; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Bildverarbeitung für die Medizin, 2019)

Pitfalls in interventional X-ray organ dose assessment - combined experimental and computational phantom study: application to prostatic artery embolization. - Philipp Roser; Annette Birkhold; Xia Zhong; Philipp Ochs; Elizaveta Stepina; Markus Kowarschik; Rebecca Fahrig; Andreas Maier 001 (Int. J. Comput. Assist. Radiol. Surg., 2019)

A machine learning pipeline for internal anatomical landmark embedding based on a patient surface model. - Xia Zhong; Norbert Strobel; Annette Birkhold; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Int. J. Comput. Assist. Radiol. Surg., 2019)

Decoding the Rejuvenating Effects of Mechanical Loading on Skeletal Maturation using in Vivo Imaging and Deep Learning. - Pouyan Asgharzadeh; Oliver Röhrle; Bettina M. Willie; Annette I. Birkhold (CoRR, 2019)

Tenfold your Photons. - Philipp Roser; Annette Birkhold; Alexander Preuhs; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Bildverarbeitung für die Medizin, 2020)

Fully-Automatic CT Data Preparation for Interventional X-Ray Skin Dose Simulation. - Philipp Roser; Annette Birkhold; Alexander Preuhs; Bernhard Stimpel; Christopher Syben; Norbert Strobel; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Bildverarbeitung für die Medizin, 2020)

Simultaneous Estimation of X-Ray Back-Scatter and Forward-Scatter Using Multi-task Learning. - Philipp Roser; Xia Zhong; Annette Birkhold; Alexander Preuhs; Christopher Syben; Elisabeth Hoppe; Norbert Strobel; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (MICCAI (2), 2020)

Abstract: Simultaneous Estimation of X-ray Back-scatter and Forward-scatter using Multi-task Learning. - Philipp Roser; Xia Zhong; Annette Birkhold; Alexander Preuhs; Christopher Syben; Elisabeth Hoppe; Norbert Strobel; Markus Kowarschik; Rebecca Fahrig; Andreas Maier 001 (Bildverarbeitung für die Medizin, 2021)

Deep Learning Compatible Differentiable X-ray Projections for Inverse Rendering. - Karthik Shetty; Annette Birkhold; Norbert Strobel; Bernhard Egger 001; Srikrishna Jaganathan; Markus Kowarschik; Andreas Maier 001 (Bildverarbeitung für die Medizin, 2021)

XDose: toward online cross-validation of experimental and computational X-ray dose estimation. - Philipp Roser; Annette Birkhold; Alexander Preuhs; Philipp Ochs; Elizaveta Stepina; Norbert Strobel; Markus Kowarschik; Rebecca Fahrig; Andreas K. Maier (Int. J. Comput. Assist. Radiol. Surg., 2021)

X-Ray Scatter Estimation Using Deep Splines. - Philipp Roser; Annette Birkhold; Alexander Preuhs; Christopher Syben; Lina Felsner; Elisabeth Hoppe; Norbert Strobel; Markus Kowarschik; Rebecca Fahrig; Andreas Maier 001 (IEEE Trans. Medical Imaging, 2021)

PLIKS: A Pseudo-Linear Inverse Kinematic Solver for 3D Human Body Estimation. - Karthik Shetty; Annette Birkhold; Srikrishna Jaganathan; Norbert Strobel; Markus Kowarschik; Andreas K. Maier; Bernhard Egger 001 (CVPR, 2023)

Transient Hemodynamics Prediction Using an Efficient Octree-Based Deep Learning Model. - Noah Maul; Katharina Zinn; Fabian Wagner; Mareike Thies; Maximilian Rohleder; Laura Pfaff; Markus Kowarschik; Annette Birkhold; Andreas K. Maier (IPMI, 2023)

HOOREX: Higher Order Optimizers for 3D Recovery from X-Ray Images. - Karthik Shetty; Annette Birkhold; Bernhard Egger 001; Srikrishna Jaganathan; Norbert Strobel; Markus Kowarschik; Andreas K. Maier (ML4MHD, 2023)

BOSS: Bones, organs and skin shape model. - Karthik Shetty; Annette Birkhold; Srikrishna Jaganathan; Norbert Strobel; Bernhard Egger 001; Markus Kowarschik; Andreas K. Maier (Comput. Biol. Medicine, 2023)

Abstract: Transient Hemodynamics Prediction using an Efficient Octree-based Deep Learning Model. - Noah Maul; Katharina Zinn; Fabian Wagner; Mareike Thies; Maximilian Rohleder; Laura Pfaff; Markus Kowarschik; Annette Birkhold; Andreas K. Maier (Bildverarbeitung für die Medizin, 2024)

Virtual DSA for Learning Contrast Agent Dynamics in Projection Space. - Noah Maul; Annette Birkhold; Mareike Thies; Nastassia Vysotskaya; Fabian Wagner; Laura Pfaff; Markus Kowarschik; Andreas K. Maier (SWITCH/ISLES@MICCAI, 2024)

Simulation-informed learning for time-resolved angiographic contrast agent concentration reconstruction. - Noah Maul; Annette Birkhold; Fabian Wagner; Mareike Thies; Maximilian Rohleder; Philipp Berg; Markus Kowarschik; Andreas K. Maier (Comput. Biol. Medicine, 2024)

Physics-Informed Learning for Time-Resolved Angiographic Contrast Agent Concentration Reconstruction. - Noah Maul; Annette Birkhold; Fabian Wagner; Mareike Thies; Maximilian Rohleder; Philipp Berg; Markus Kowarschik; Andreas K. Maier (CoRR, 2024)

ProPLIKS: Probablistic 3D human body pose estimation. - Karthik Shetty; Annette Birkhold; Bernhard Egger 001; Srikrishna Jaganathan; Norbert Strobel; Markus Kowarschik; Andreas K. Maier (CoRR, 2024)

Abstract: Simulation-informed Learning for Time-resolved Angiographic Contrast Agent Concentration Reconstruction. - Noah Maul; Annette Birkhold; Fabian Wagner; Mareike Thies; Maximilian Rohleder; Philipp Berg; Markus Kowarschik; Andreas K. Maier (Bildverarbeitung für die Medizin, 2025)