AI in Medical Image and Signal Processing

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1. Julia Andresen; Timo Kepp; Jan Ehrhardt; Claus von der Burchard; Johann Roider; Heinz Handels

   Deep learning-based simultaneous registration and unsupervised non-correspondence segmentation of medical images with pathologies

   In: International Journal of Computer Assisted Radiology and Surgery (IJCARS), Vol. 17, No. 4, Pages 699-710, Springer, 2022.

2. 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.

3. 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.

4. Paul Strenge; Birgit Lange; Christin Grill; Wolfgang Draxinger; Veit Danicke; Dirk Theisen-Kunde; Christian Hagel; Sonja Spahr-Hess; Matteo M Bonsanto; Robert Huber; Heinz Handels; Ralf Brinkmann

   Registration of histological brain images onto optical coherence tomography images based on shape information

   In: Physics in Medicine & Biology, Vol. 67, Pages 1-18, IOP Publishing, 2022.

5. P. Strenge; B. Lange; C. Grill; W. Draxinger; V. Danicke; D. Theisen-Kunde; Heinz Handels; C. Hagel; M. Bonsanto; R. Huber; R. Brinkmann

   Creating a depth-resolved OCT-dataset for supervised classification based on ex vivo human brain samples

   In: Joseph A. Izatt; James G. Fujimoto (Hrsg.). Optical Coherence Tomography and Coherence Domain Optical Methods in Biomedicine XXV. SPIE Photonics …

6. 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, …

7. 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 …

8. Marja Fleitmann; Hristina Uzunova; Andreas Martin Stroth; Jan Gerlach; Alexander Fürschke; Jörg Barkhausen; Arpad Bischof; Heinz Handels

   Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization

   In: Juan Ye; Michael J. O'Grady; Gabriele Civitarese; Kristina Yordanova (Hrsg.). Proceedings of the 10th EAI International Conference on Wireless …

9. Gereon Huttmann; Michel Wunderlich; Peter Koch; Helge Sudkamp; Dirk Theisen-Kunde; Timo Kepp; Heinz Handels; Claus von der Burchard; Johann Roider

   Improved SELFF-OCT using motion correction and artifact detection

   In: Investigative Ophthalmology & Visual Science (IOVS), Vol. 62, No. 8, Pages 2527-2527, The Association for Research in Vision and Ophthalmology, …

10. Insa Lange; Fabian Jacob; Alex Frydrychowicz; Heinz Handels; Jan Ehrhardt

    CT Normalization by Paired Image-to-image Translation for Lung Emphysema Quantification

    In: Christoph Palm; Thomas M. Deserno; Heinz Handels; Andreas Maier; Klaus Maier-Hein; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin …

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