Publications

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Jan Ehrhardt; Heinz Handels
Implicitly Solved Regularization for Learning-Based Image Registration
In: Xiaohuan Cao; Xuanang Xu; Islem Rekik; Zhiming Cui; Xi Ouyang (Hrsg.). Machine Learning in Medical Imaging. International Workshop on Machine …
Julia Andresen; Timo Kepp; Michael Wang-Evers; Jan Ehrhardt; Dieter Manstein; Heinz Handels
Unsupervised Segmentation of Wounds in Optical Coherence Tomography Images Using Invariant Information Clustering
In: Klaus Maier-Hein; Thomas M Deserno; Heinz Handels; Andreas Maier; Christoph Palm; Thomas Tolxsdorff (Hrsg.). Bildverarbeitung für die Medizin …
Timo Kepp; Julia Andresen; Helge Sudkamp; Claus von der Burchard; Johann Roider; Gereon Hüttmann; Jan Ehrhardt; Heinz Handels
Epistemic and Aleatoric Uncertainty Estimation for PED, Segmentation in Home OCT Images
In: Klaus Maier-Hein; Thomas M Deserno; Heinz Handels; Andreas Maier; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2022. …
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.
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.
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.
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, …
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 …
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 …
Julia Andresen; Hristina Uzunova; Jan Ehrhardt; Heinz Handels
New Multiple Sclerosis Lesion Detection with Convolutional Neural Registration Networks
In: Olivier Commowick; Frédéric Cervenansky; François Cotton; Michel Dojat (Hrsg.). MICCAI2021 - MSSEG-2 challenge proceedings: Multiple sclerosis new …