Publications

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Jan Boysen; Hristina Uzunova; Jan Ehrhardt; Heinz Handels
Surrogate-based Respiratory Motion Estimation using Physics-enhanced Implicit Neural Representations
In: Christoph Palm; Katharina Breininger; Thomas Deserno; Heinz Handels; Andreas Maier; Klaus H. Maier-Hein; Thomas M. Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2025. Workshop Bildverarbeitung für die Medizin (BVM-2025), March 10-11, Regensburg, Germany, Pages 13-18, ISBN 978-3-658-47422-5, Springer Fachmedien Wiesbaden, Wiesbaden, 3/2025.
Jan Ehrhardt; Hristina Uzunova; Paul Kaftan; Julia Krüger; Roland Opfer; Heinz Handels
Focused unsupervised image registration for structure-specific population analysis
In: Proceedings Medical Imaging 2024: Computer-Aided Diagnosis. SPIE Medical Imaging (SPIE-2024), San Diego, CA, USA, Pages 587-592, Vol. 12927, SPIE, 4/2024.
Marja Fleitmann; Hristina Uzunova; René Pallenberg; Andreas M Stroth; Jan Gerlach; Alexander Fürschke; Jörg Barkhausen; Arpad Bischof; Heinz Handels
Artificial Intelligence-Based Prediction of Contrast Medium Doses for Computed Tomography Angiography Using Optimized Clinical Parameter Sets
In: Methods of Information in Medicine, Vol. 63, Pages 1-10, Georg Thieme Verlag KG, Stuttgart, 2024.
Joshua Niemeijer; Jan Ehrhardt; Hristina Uzunova; Heinz Handels
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification
In: ArXiv e-prints (arxiv), Vol. 0, Pages 1-10, arXiv, 2024.
Julia Andresen; Jan Ehrhardt; Claus von der Burchard; Ayse Tatli; Johann Roider; Heinz Handels; Hristina Uzunova
FluidRegNet: Longitudinal registration of retinal OCT images with new pathological fluids
In: Proceedings of the 2024 Medical Imaging with Deep Learning Conference. Medical Imaging with Deep Learning (MIDL-2024), July 3-5, Paris, France, MIDL Foundation, 2024.
Hristina Uzunova; Matthias Wilms; Nils D Forkert; Heinz Handels; Jan Ehrhardt
A systematic comparison of generative models for medical images
In: International Journal of Computer Assisted Radiology and Surgery (IJCARS), Vol. 17, Pages 1-12, Springer, 2022.
Hristina Uzunova; Leonie Basso; Jan Ehrhardt; Heinz Handels
Synthesis of annotated pathological retinal OCT data with pathology-induced deformations
In: Medical Imaging 2022: Computer-Aided Diagnosis. SPIE Medical Imaging, Pages 908-913, Vol. 12033, SPIE, 2022.
Hannes Ulrich; Hristina Uzunova; Heinz Handels; Josef Ingenerf
Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks
In: Studies in Health Technology and Informatics, Vol. 294, Pages 357-361, IOS Press, 2022.
Hristina Uzunova; Heinz Handels; Jan Ehrhardt
Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders
In: Proceedings of Machine Learning Research. Medical Imaging with Deep Learning (MIDL-2021), July 7-9, Lübeck/Virtual, Germany, MLResearchPress, 2021.
Hristina Uzunova; Jesse Kruse; Paul Kaftan; Matthias Wilms; Nils D Forkert; Heinz Handels; Jan Ehrhardt
Analysis of Generative Shape Modeling Approaches: Latent Space Properties and Interpretability
In: Bildverarbeitung für die Medizin 2021: Proceedings, German Workshop on Medical Image Computing, Regensburg, March 7-9, 2021. Workshop Bildverarbeitung für die Medizin (BVM-2021), March 7-9, Regensburg, Germany, Pages 344-349, Springer, 2021.