Research

• Medical Image Processing

• Medical Image Reconstruction

• Solid-State-LIDAR

Theses

Master theses

• Graph Neural Networks zur Rekonstruktion von Tiefenkarten auf Basis von sparsen Punktwolken

Bachelor theses

• Defect voxel identification and interpolation for system matrices in Magnetic Particle Imaging

• Cimmino method for image reconstruction in magnetic particle imaging

• Reduction of metal artifacts in CT with spectral deconvolution

• Automatic measurement data feed for a robot

Theses in progress

• U-Net based GAN to improve image reconstruction in Magnetic Particle Imaging

• Classification of WSI with Active Learning

• Trajectory analysis in MPI to increase the frame rate

• Improved frequency selection for image reconstruction in multi-color MPI

• Synthesization of medical images for training data augmentation of classifiers

• Semi-automatic annotation of point cloud data

• Reconstruction of depth maps based on point clouds

Finished theses

• Medical Image Translation Using Deep Learning Methods

• Geometric pattern recognition and evaluation of bioprints

• Medical Image Registration Using Deep Learning

• Automatic error minimization for accurate spatio-temporal localization of moving objects in traffic scenes using multiple 2D camera-based detectors

Teachings

Emphasis:

• Medical image processing

• Articifial intelligence in medical imaging

Publications

External publication platforms

• ORCID
• Google Scholar
• SciPort RLP